{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyspark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc = pyspark.SparkContext()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成10000个随机点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "xy = [(random.uniform(35,41),random.uniform(115,120))\\\n",
    "     for i in range(10000)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "poly1 = 'POLYGON((116 39,116 32,105 37,111 42,116 39))'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ogr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "geom = ogr.CreateGeometryFromWkt(poly1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "rdd = sc.parallelize(xy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 用filter（过滤）算子，将被包含的点都筛选出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "def myfilter(xy,geom):\n",
    "    pnt = \"POINT({0} {1})\".format(xy[1],xy[0])\n",
    "    return geom.Contains(ogr.CreateGeometryFromWkt(pnt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = rdd.filter(lambda xy:myfilter(xy,geom)).collect()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 筛选出来了1449个点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1449"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(res)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 查看原始数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30, 45)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0s8RJEBoWirQOafB6vdhduBtbFmxBclTyf1LIBQcHt3QThRDigkEiWYjzBI/Hg7z8PKzesRrRGdHISspq6SaJb0hQUBCSUpOAVKC0pBRz1sxBVG7Uf1LIRURoVkAIIZobiWQhznFs28augl1YmLsQnigP0vqkIThEEcfzhdj4WMTGx6K6shpLdi/B0vVL0adDH/Ts2hNxcXEt3TwhhDhvUc4hIc5hjh07htmfz8bc1XPRqkMrpHWUQD5fiYiMQHqndLTt1RYbyzZiwicTMOeLOThw4ABs227p5omWYMsWwHsCK9WBA0Bd3ZlpT2OUlAAFBSfeb+fOxj/bti3w9l27vlGTToriYv++27EDqKlpuN+qVSd/zNraxrd//vnXa9+ZYu9eoLKypVtx8uzYARw6dFoOJZEsxDlIbW0tcvNyMfGTiSgKK0JW7yxERke2dLPEGSAkNATJGcnI6J+BorAifLTsI0yeMRnbtm9DbWN/gEXLs20bsG4dXx8+DCxfToE7frz/fgUFwLJlwAcfABUVzvb584HVq/333bevcdEFUNhs3AiUlQEvvABUVzfcp6AA+PBD/23HjwNTpwJvv83vHDkCzJzJz95803/fDz7g5+5r/fhjvl6xAvjsM7YDoIAxFBc7x/uv/wJ+/evA11FfD0yfDtx9N7BgAVBV5Xy2fj37c+zYRruhgWB66y1e2/79jX8HAPLy/K/twAHA4wE2bwYmTAC+/33ev+3bgTVrmj4WQEH/ySeBPysvb3h/Db73qK7u1AY9FRW8t6a9U6YAu3c3/Z0DB5xnsbYW+O1vgTlzGu73j3/wXrn57DMO6HwZN855PX8+MHo07+GTTwY+xtchP5/HPA3IbiHEOcaePXuwYNUClIeXI6V3CkJC9d/4QsSyLCS0TUBC2wRUlFXg842fI2x1GAZ0HYCunbsqhdzZRG0tMG0acPvtFKs//zmQkcHtoa5y8CkpQOvWQLduQFSUs/3KKxse93vf83//6KNAXBxw2WVAUhLF6o03ApYFjBoF/POfFHa9elFojh4N/O1vwM03+x8nPBz48Y8Z2Q0LA+LjKTy+8x3goosoFMPDue/113Of5cspxocMAbp04T+Awm//fiAtjd977jm2AwDatKHwBYAXX+TP+noK0+Rkpz3BwcBvfgMsXQoEBfGf4dvfBj79lNdy443ApElsjy/z5gFXXw3k5ADXXcfrNf8/3niDIvCJJxr27/e/7//+u9/lz+7deX3DhgEhIRSwvsL1f/6H9zcujp8PHQpERnLAMGJEw/MAwEcfAZmZwNq1wBdf8HoA9tcvfuHcIyOkL7644TFsG/jTn4AOHYCf/pR9eewYYDLkTJ7MdrVvD/Tvz23Dhwdujy89egCxsXy9eTNQVARcc03D/R591P/9tGk8zxVXsB98GTPGeX3llfxXVcVBUFMLlN96i89mfLyzrboa8F2n8ZOfcCBwGlAkWYhzhNLSUnw6/1PMyJmB0KxQZHTOkEAWAIComChkdMtAXPc4rDy0Eu/OehfZS7JRVFTU0k0TAIXwf/83heKoUUCrVhQr4eHAL3/pv29EBP/l5Djb8vM5zW/bFB4Ao3YA3xubwu9+x2OWlgI9e1J4vPWWc5yLL3am9Fu14v4xMdx/8mTgV7+icDeCo2NHCtLgYLZ/9mzg1VcZwTa0asWfwcFAVhaweDEwcSK31dYCK1cC990H3H8/2/b73wfuo4MHgexstiUvL/A+3/42cMkljMCXl3PbF19QsAUHMyo6dSrFOEBxvGkT2xEe7kRDjUAeNw742c/YB7W1tBU0RUEB+2niRJ4vOpp9NXIkMHgw93nuOeCppzhIad0auOkmCv66OuCqq5xjHT8OzJrltOnuu/mcpKXxPhh+/nN/q8rFFwcWyAAHQ08+yWPk59Pm8tFHzizAiBEc6Ozdy+i3obbWGbgEYt484JFH+Pxt2tT4PaysBAoLnffXXUfhHxbmP7ABAkew//1v3nvz7M+Y0TBqvmVLw6j02283nFG58cbGr+drIJEsxFlOXV0d1q5bi4lzJ2K/tR9ZfbIQFRN14i+KC46w8DCkdUhDat9U7KzZiSnZUzB97nTs2bMH9ac6hSlOH7t2AX/5C7BkSeDPw8P9hejYsRS3lgUMHMhtDz/MnzfeSFFUX0/h3LYtRWNICKNtd99NcfP3vwOXXsqo5tKl/G5qKn+GhVFMjx7dMLJtCAlhJPzJJxvaAoKDGWHu1o3CsW9fbg8NpaDKynKig4WFFNtu2rRhhDs+nmKypoaC1PD664442rWLfVJbC9xyCyO2ph0dOjCiXVQEJCYCe/ZQaMbGOu1atoz9NWYMRe4jj1B0+1pBfNm2jWKzfXsKzfJyf4H32mscHJj7UlcHLFzIezZtGsX/7bczYj1pEu9t69YUqjU1juXm5psprpctc/r40CFej2n3ihWB27hvH48NMPK7dy+vOTyc0X5fbrgB6NzZeR8a6vTBf/832+5LZibvoWWxv9PTgf/7Pw4GfEXx0aP+/bJ6NbBhQ+D2Dh8OtGvH12+/zZ+jRgF33unYafr0cSLQf/kLcMcdwI9+xIES4DzzDzzAa8jPp6CvqXEGSqeIRLIQZzEHDhzAlFlTsLRgKZJ6JiEpLQmWZbV0s8RZTnBwMJLSkpDZNxMVcRWYtXoWJnw8ARs2bkB1IF+qaD4eeohR0hdfpAf3ww8p5P73fxnVA/z9mQCjbldcwdfl5cC993Kq/5VXKNQA/ynpxYspHP/4R+CeexwrhMGyHL9vjx7AoEF8/fnn9Ka+9hrF3aefOlFLr5dRXV+MmGtsin7sWEaffaOUWa5UlD16ANde2/B7YWEUiIawMFo33niD4quoiIJpxw56kIcOpTCqqWH7AYrJsjJ+XlREMec7m9KjB79vBgm+xMfzfC+80PCzLl0oLA333ecIPPN+wgRnUd+8eRRvzz5LUdmtG/CHP9A+c+utnEUAaAHxeBou/Ovf37kP+flA1658ffHFvC++wnPvXrZ5+XIeG6Bl53vfY0T6Jz/xP7bxhgciOhp45hng8sudbVOm8Hhuv/gjj3B2wNcWk5HBNu7dy+Nccolj62iMPXv8Pcj5+RwI1tTQh37LLRx0jB4NPPgg7xEAbN3Kn74Wj759gR/+EPjyS2fAcIpIJAtxFlJRUYH5i+Zj2uJpsFNtZHTNQGhYIxEeIZqgdUJrZPbIRHj7cCzctRDvfPwOlq9cjuPHj7d00y4MnnySAmzQIEZLjfj1ZcwYelE/+4zv6+o4DV9XR8GbkUFLwAMPOIJ6/HhG4F55hR7ZzCZKzpeW8lhr11JYhodTRHTvThHzy1+yXXFxFG2FhRSXvhHFl19mm3JyGB399FPuW1zs7DNoENs3bBgjvwAF08iRfN3Y4rrHHgu8PTmZon/TJk7dJyZyMDBkiCOWwsIYpQWAuXMZbe7Zk/+Sk51zGzp1orBqzPd67738efhw4M/r6ykc3bz4ouOF7tGDwtWy+C81lX3jHjB060Z7wf/8j/8CzqgoRubff5/9GxNDUTh3LqOrnTqxHePH876PGuWI6s2beZ/eeIOiMvKrBd3vvMP76s4y4vE0tDTU1jrZLIYP5/Nnfl/k5fHzXbucQcHWrf4WmdRUDgCXLvVffBoIr5fPlIkeX3UVr7OwkGL9vvs4OIqI4EyIYe9ep907djiR98pKevLdA7FviESyEGcR9fX12LhpIybMmoAdnh3I7JOJmLiYlm6WOA9oFdUKGZ0zkNQrCeuOr8OETybgk/mf4ODBg0oh15ysWMFomfFMmmhpSQkXqI0cyT/4/fox+pefT1H7z3/SjhEaSlFkMAueRo+mPaFXL4oUI1b37GHGCUN1NUWt1+svWHwjmgDF1PDhFG6RkRSkO3dSCK1dS9Hz4x8z+nnjjfxs506KMsOVVwJPP01hePPNFPBxcYyovvUWxfDYsQ0zepyIrl0ZzW3duuFiOoDCb9Ys9uOoUY0fp66O1hO3P9YX48desMDJBvL3vzufBwfTG90UM2b4+4obo6SEdoq+fWkJefVV5zOzUM5Egrt25UAhKoptDA52FvcBvJ+ffUYPeHQ0LTf19Y5d4Y47OGhwL7jLzaXFwlBczHbk5jrbDh1ybB5Hj1JYFxQ4Mw1paZzheO45iuWQEArVoCD/BXQvvcRnafp0J6Vf+/YcULRqRSE+ezYtLZmZ9Hn/4Afcr6rKP+JsBhiLF/P/lonsz53L59x3VuIUkEgW4izh8OHDmDZ3Gr7c8iUSeiQgJTMFQU39MhfiGxASGoKUzBSk90vHoZBDmL50Oj6Y9QF27NihFHLNwdatFDiXXea/vbiYgmb4cHpvp0/nH/wZMyh0H3vMf9rbl/37uXhs8GAe98orKQrGj6fF4JZbuN8f/8gUa3fdxSinEXcmytsYoaEUOA8/zBRrZWW0UfTt60RgH3yQEdNOnYD33uM24xEFKI4feIBR0MREx77x2GP+4q4xqqoc60NSEoXhzJmMFJvzVFUB//oXI+LXXcfrdqezAxhVralhBHj9+hOfGwAGDKDYe/JJClhf0tP937sXyP7qVxTjbvLz/e0OxjMOcABw441OpLd1a+C22zj78PjjgY/nS0wMv2MycHTqxOj1tm0Utr4UFHAgVV5Ou82IEfQ0V1Xxs5Ejad94910OeuLjHbH6ve9RhF9/Pf3Hs2dzUBUfT3tFnz4cPPke23DPPRzsrF/PrBsG44OPiXEWQPr27ejRwPPPO32zbBkX+V1yCf9t3MgFnHl5tDKZbB6nAf0FFqKFqaqqwuLli/Fh9ofwtPEgq0cWwsLDTvxFIU4By7LQJrkNMntnwpvsxbwN8/DuR+8ib20eKk40RSpOHt9UV8ZGAXDh1NVX0xYwaBAjhunpFJH9+3MK2QiJoiJGlR95hBG99HSm+DLU13NB0/XX+9sI2rShmC0spF3i3//mdpNObNo0RnZfftk/Z3BEBKPBY8eyfQDbY8Swx0PhuHEjrRrGZhAc7HhEa2sZQTbceacTHX32WSeqa8SfO2NBq1YNo8LXX88IojlPq1b0fJtMCZmZTlaDmTOdBW+33MI21tVR+H78MQcibl56yWnH/v2MbK5c2VBkuvnyS3/bycqVgfMmR0Xxs6IiJ//ymjWOzWbuXAppX/bt431sKjfySy/x2KtWOQLxn/9km4qLOVgx17BpE4+Xk8Nt991HG0jr1rznwcF8/dhjtE384heOZWPJEqd/amv5LPbtS9vPsWP0I4eE0DMdEcFn5KWXnHbW11PwP/EE7SRmsGd4+20KZV8SE2nfufdeZ0bl0kudDBuHDrGdt9xCAZ6QwO1un/83xDqT02yDBw+2V32dyjQtTHZ2NoYY35NoNi7UfvZ6vdi+YzsWr1mMutg6JGclN1vk2FvgRVB7jYmbk/Ohj2s8NSjaXwQcB3pk9UDvbr3Rpk2blm6WH+fc74vZsyksRo9mhG3XLv/8xsYvbP64GzZvZmRvwAD6LN98E/jWt5xI25EjFIf9+jFC/PDDXMxmpufHjnW8vq++SjHku+h34UJOqbtz28Knj20bWLSIbb7ySgpNj4ffvfxyx2O7cyeje9/+Ntvcrp1/jufGWLyYYmr/fl6jr/CvqWH2hKeeCvxd3+ubNo2iy9eXXVhIweh7zbt383zx8Y6wLyigaL3oIvZpfn7gnNRuKivZf927c7agstKJtp6I115DdqdOGHKi85SV0Ut8yy1N2wdM3ur8fCeDR10dRW2nThTaJiPEr37F6Lj5fz11KgdpZkEowIhsjx4U0W3bOpaNL79kFPmii5x96+t53pUrafkwAyHDhAn0j6elsT379/N6li5taFupqmLU/6GHOItw773++Y99WbSIYvnxxynqA+S5tiwr17btwQG+fdKc27/RhThHKS4uxoxPZ+Cz9Z8hpnMMUtunylohWpyw8DCkd0xHSt8UbK/ejslfTMbHn3yMvXv3wnui8sciMJdeympyAC0L3/seq66Zaf/Y2IYCGaD4GjCAryMjnQIhJn1aYiKnr4OCWEBi0CBGWQ2+i+F++lN/sQhQXHTqRBHqjl4CjC6PHUuv75130gYSG0t7w403UiDX1NBG0bEjBeKBAxQvc+c23h/PP++k5+rfn9HPrCy5q9K4AAAgAElEQVR+Z+lSJyIbFuZk4QAalkV+7DEn36+JHvteR3Jyw2vOzGS/+RYbaduWU/QAPzPCddcuWgZef925Vzt3OhH30FB+1+PhfSksZFYLNyaaDVCsejy0WJjf9+4MIobf/Y7R2agof4FcUtJwX5PNxLeyYEgIq+KtXs1BgEmz9uyzjkD+5BM+M+3b05Zh/o+b4GlaGo+zfz8tQampDbNV2Dbvzf33B27bz37GflqxgoO8W25hFPr555kar77esVG0asUsIn/+Mwd8boF89ChFNMCIc1AQz/uznzme/wMHKMx9vfKngP4qC3EG8Xg8WL5yOSZ/NhnHo48jq2cWIiIbGSkL0UIEBwejbXpbZPTNQGlsKWaumokJH0/Aps2b4DlN+UcvGBISnOIgixZx21VXUVgaz+3ixf7FQwCKD99Uav36USz7emrDw/m9AQPoAZ45M7B3NSamYZaBJUucaezPP6coe+UV5/Nbb2Xbn3mG7x96iMLw4YfZjnHjKKKNIK6uZkaIBx5oWMEPoNjevJn2DCPqoqM5nX/4MIVRRoZ/BNo37dpvfkOPrC9GsJaUMMrZmOA0+/7lL/TarlhB73JBgbNI0U1JCQVtairtLUeP0oqwejXFfGgoBWZGBj3nN97oXwUO4L3617+c9wUFFM0mMnvgAKO6xlYzfjyFalERBWNYGGcGNm9m/9XXO+W+DXPmUKR6vf7PxrFjnHUYNow2FTPQMQvmqqpooend22mbEZoDB/oL1Px8nqN794Z5tENCnFSGubmBS0pv307PsBHhoaG0WQwZwufGtAlgX19zTeCCMgkJzGTy+99zv6AgWixiYpyMI2lpFM2naVAvu0UTnHPTeucoF0I/27aNgoICLMhdAE+UB8lZyQgOaaL05mnmfLACnO2c731cWV6JowePIqQiBH079UWPrj0Q655aPQOc878vamspZvbupYABGLGMjua26dMpRGtqKF43b6ZVo76eIm3TJgoTU/b5ZNi8mYL8ueeazuzwFdmTJ2PIiBEUru3acSFXfT1F6wsvOJkEbNs/Wms8vydixQoKL5NurbycotD4qd99l/luk5Mp7qOiKEwHDmSWjL59OVWfk0PhtmULxWd2NsX9hg0UoLbN94cPc5Dx/vsUZnv20D97/DiF17hxjJAuXAj89reM1oeHM41YfT0zMkREMBI9YQIHAr6sX08RftllFH8338z3K1fyvJmZvJe33soBUWQksktLMeSyyyiSn376xH3WGHv3OoIRoLAvKmJEfvly3qurrqJofPZZ2mumTKEo/s1v+P1jx7jgbsYMzny4rR0lJRzglZVxMaEvXi+tDg89xHbs3Emf9c6djh+/pobH9njYB+Y+HzrEexsTw/2nTPHPtAGw/2tqnMqOtbU8vq/lw5eXX+bxtmyB9dRTslsIcbZz7NgxzP58NmbnzkarDq2Q1jHtjApkIU4HkdGRyOiSgTY922Dt0bV4f877+Cz7Mxw6dEgp5JrCLLjyejnl/Ze/ULQZgQywmltZGUWhqYS2aBEX9o0ezQjpM89QDLZp40yXA84iuNWr/auMLV9OQfbRRxSuL7zgCCnfXLlG/Iwfz8VeNTWO8B0xgmJr/XoKzoceAtatc7777387+XMBChpTNrupqG7v3hRlhuhoJ0o7dy6jhaZIxYcfMur57W8zsjp4sONl/da36Ee9+GLaWJ56it//wQ/ovX30UfaBiW7edhuF3KWXUnSvXMntY8bwOh58kFHOnj2dnLz797MPevZ0clUHup70dOCvf2UUMy6Oqfluvpn9kJhIUTdpEo9rLAvV1RSgJ5NVxvQrQNFuIqVt2zqp6gBmNJk+nf1y0UVOmr+gID5L48fT8mAyjKxf71R3rKvjd93ZOoKDGTXv08epSnj8OJ+xBQs4oDAZP9q35/M1ZgwHFKWlTqGYtDT/haXPPedk+4iJYYYSgJHid97h6+XL6cc3vPsubUKFhfz/5I5c/+IXfD7++McT9+lJIJEsRDNRW1uL1WtWY+InE1EUVoR2fdohMjqypZslxCkRGhaK1HapSOuXhv1B+zFt8TR8OPtD7Ny5E3VNrcC/UHn9ddoSvF6KgN//ntPLvsJm5EiKhLAwJ49tmzaOWK2s5JR2URGjp0aoFBYyEhoS0tBmcckljGy6SxADwN/+xp9r13LRWUQERdMjj7ANJkNC584UhVFRjDb+8IfOArBx4xgJbt3aOW54OD/3eGjfMFXRAEaLX3mF0cKiIgrcvDx/i0BJCaO4f/0rK9T97W+0CeTnU8wHBTVMEVZdzYqGhjFjaHv4+985/d+vn78gf+stLtBbtoyV5KZP5/YrruAgpLSUfmTj/bYsntfXWxyIrl1ZRTEykgKypoZ+a1M8ZuZMiubgYEZNjx3j4OBPf/LPa23YtYs/jZ/Y1wtcWurcwx07/L3YTz7JTCceD6/f2CkMv/41KxQ+9xyfpbQ0nuOee2gp+dGP2B6Ph77hyZN5Pd26cV8TZQ4P52vLYvR3yxZmsnjtNUeA//jH9LH/858Uz+4ZoE6dnLYnJXFg8dprHEAuW0bRborCLFnC2YGSEj7zycmcWViwoGHfGY/5aUB2iyY456f1zhHOx37es2cPFuYuRFlYGVLapSAk9CSmIJuR890KcDZwIfdx2bEyHD90HBE1ERjQbQC6du6KyMjmGRCe878vcnIoCDp2bPiZx8MIZ3IybQSPP87Ic0UFhUpmJqO7d91FsXgyBROOHWM01lgbAIqhwkLaC+6/v8ECt//08aZNFNIDB/L8ZWUnzvzwzjsUWr7lin3ZupX2j2HDKJyDgpwUYwBFc2kpr/mSSxqmBKup8V94V1hIz+t3vsOf6ekUcOvW0ZKyfDnFsEllZ7jhBtoQbr7Z8SQXFFAI7ttHcZeYyP6/7DJGne+6yz+KD9CusHEjr9m3D26+mUK3Vy9uKy1llPor20D2Bx9giMln7ct77zm+5fvu47YZM/g8mPLUbqZN4zVXVPCe3XUX++Xiixvuu3kzj925M89TXU3B3KkTB2shIWz32rWOJ/wf/6AFqLEqhQcPcuDnm9d7yxa217L4ev9+59kZO5YR35gYWl+WL2d0+89/5qBo9Wo+HyafcmEh7+uRIzyebzW9ffs4W2BKcldW8lndsQPWd78ru4UQZxNlZWX4dP6nmLliJoIzgpHROaPFBbIQzU1MXAwyumcgpmsMcvbn4J0Z72DRskU4eqL8shcSHg//gHftysVgbvLzmaIsNZWio76eoiI4mIItJoYCavJk2jDmzHG+W1dHX2ugUuNxcRTI27Y5WTYSEni8fv3o4SwvZ+Ru+XL/74aEULR37cpIpsm20RiVlWxLYwIZ4LGGDaNHNzraXyADjHxu2MAItSl7PHask/f25Zf5s76egi85mQJ5925G7bOzKbz69WOfJiU1FMiHD9N28ItfUAibEtTt21OA19Qwcl1ezujw5Zdz30DpENPSnIVrhksv5XX16OFUF3ziCbbLnKuxghcjR/J+mYwd777L/ior4+LEQJjCJ7fcwmhtbGxggQxQFM+cydcxMeyfxETeu/Jybu/Qgf1govy+ZbzLypzqe4bU1IaFbwoKOBh77TX2pe/gasQIluJeupTXZ9LWdejAZ2LYMM6MfPIJByg33cQB03XXOT7xv/2N9zox0RHIACPNe/c2LN7zDZFIFuI0UFdXh7Xr1mLCnAnYh33I7J2J6Njolm6WEGeU8IhwpHVMQ0qfFGyp3IJJn0/CzHkzsW/fvgs7hdzMmcCnn1L8xcfTG2tScs2aRRFw+DAjnt27018bGkrxYKaT4+IoHEwRjDvvpCieOJGRtu98x8ka8c47FL2zZjlt6NTJmaIH6FU9epTRwogIis3kZCdbxRNP0Cv7z3/yfWhow+wN7ntaVcVrDMS0aRwo1Nfze74ZJWyb9oh9+5i39847Kco/+YSfP/aYswjs4YcZYf/yS06/myp87doxEnn11U7OX1MBzrTV9N2BA/5VBxcvpu/ViMfu3dlfZsHj/v1Ov9g2I5rjx/N6336bwq6uzvHHbtrEn8YHDNAvnZ5O24AvtbUc4Pj6kouKHBuC18sIea9e7Fvfoi+GDh2cSPYVVzhFYwKxapWzCM7wyCMU574FUa65hrMdL77obDPRcF+LjaGqihFgw49+xEHFffdx4LN4Mfu/rIwp/+64g9HsIUOc1HHGzw0wYjxmDPu1spKDpBde4EzM+++zv8aNc2wphvT0xgcI3wCFuIQ4RQ4ePIjsnGwcCz6G5J7JCA0LPfGXhDiPCQ4JRnJGMux0GyXFJZixYgZaB7XG4J6D0aF9B4T5TpdfCFx/PX9u2ECx9dZbTtGF7dtpo7jsMiftVnU1I2w33OAfBb39dv/jfvCBMyXvWyr5jjsatmHRIk6rv/KKI1CN/7m8nJG/IUPoK73mGlZLa9+eYuXZZylOg4K4IKp9e4qVwkJeS34+97v0Ui7uO3KECwYrK/k9gII1PJzRQ7MAz2T1mDKFAjMjg9FyUx3PvYDM8Mc/8nzuTBpuO8BLL7EvoqLYp+vXU6D17+/v1b3xRvaPKekM0Ipyzz0cOKSn018LMAXb1q3MDAE4ZZfvv5+i73//139RJkBhumwZhagp9mKYNImi/MABCn2Ph9c2dSrPs2kTvcUjR7I98+c799qU5f6v/+J9MDMFvlUefSkro+j+xS8aflZT46QJ/OILzjYMGMBj/vjHTkR42DAO+HxzcgNOtb5AGB97Xh6fgZgYZ2YkJcU/Euxm/XpmwTDXVFpKUX3LLfz/MmcO///k5DhtPo1IJAvxDamoqEDO6hxsOrgJcVlxyIjPaOkmCXFWYVkW4hPjEZ8Yj8rySszfOh+ha0LRr1M/dO/aHTFuv+n5TG4uxVqPHoxQrl5NsXLTTfwjbzJTHDrEaOPRo47n2PhwCwsprg8fpoC6+GKKHpO1wrdimZuqKgo7I5DffJOCp00bWhjGjKGQHDqUn/sufjICecsWRgNvvJGCq2NHilzfymnGa2080Hl5PK7XS2uC776mPPRdd1H0AJyGByiAf/Ur2jLat/dffGhy9ebkcL/Nmyl8jf/X8OCDzuvISAqsmhp+//nn2f//+AcHKC+/7C+SR42iaFy3jvfnyBEOcm64wT+CbvI6myIXgejSxalW58YMfPbsoZVm6FAOnMaOpQ/6uusojPv35zOQmsp2rFnDezB6NO+NOw/2hg20RcTEsO/69+fr++/338/rpT2hXTtGyd95hwOL555zBKfJzXzTTfz58MNOSkJDRAQtLm5qa2mL+MEPeDzjb+7Zk/9KSvi83ncfn5VrrvG3I1VVcWB11VUU6WFhfB62bOHAom9f3lvfKpYHDwa2xnwDZLcQ4mvi9XqxcdNGTJw9ETs9O5HRJwOx8Wc+X6wQ5xImhVxCjwTkHcnDe7PfwxcLv0BhYeGFkUIuPJx/4ENCKDB+9jNuDw6mCLnpJgql5GQKYZMa7A9/cGwA8+ZxIdNrrzE7RHGxM7UPcBr9gQec4hSAY9e48kqKauMTT0hwXpsoXUQE7QpujAjv1o02hd69KWx+/esTX/f771Nw9+nDzAu+3HYbrROBPNolJZzqX7268WwFWVkcLISFNRTIgfAtrb1pE6fvH3yQx58woeH+UVFOtD0piZ5tk2/YTWkpy38HonVr3lffinQHD3Jw4HstI0bQq/zd7/JeXn45o8a33+4sVuzWjQORzp25r7k3vhUWAfbHXXfxmk3E3VTO86WqyqlOl5REgVxXR1G9fr1jeXHz6qtc1NgYhYWcDTG+cIOvv9m2eY/DwjiA+vnPOSAwjB3L2YmYGLapQwc+9927U5BffTVnH9y5vx97rOmqj18DiWQhvgaHDx/GtLnT8OWWLxHXLQ7JmckqJy3E1yA0LBSp7ZlCbo+9B1MXTcXUOVOxa9eu8zuFXO/eFDcZGYwsmtRjzz9PIdSuHTMK7N/PqNtf/8qsCRkZjtf49tspOv/0JwrpK690xOGiRYxAHzzo7w01C+PCwjgl/vDD9NNee+3XK0hyMlRU+OdqBhg5j4+nJ3n3bgojswgPYNTUVB70Zdo0irxf/zrwNH5BAafqf/pTYPhw/89MqWSAXliTbs8slouIoDi79Va2LTOTYm7evMA5iysqKMafeMLfZ/zRR05VxNjYhlFaX+64g5Fkkxc4NZUe8UARaK/XP32eL9HRFNDf+hYj+mZhoJuJE3lN+/c71pL09IZ9FRXl+Jnz8jjj8dJLFJm9ezOCG4h773Wux3cRqeG99/i8hoZy9qKqyv/zjRsd28bTT/OaJ0xwipUcPco++vRTph585pnG+wRgP1ZUUJxfeSWfu9OA/roLcRJUVVVh8fLF+DD7Q1TFVyGrRxbCI8JbullCnLMEBQUhMSURmX0yUZNYg7lr5+L9j95H/vp8VLn/oJ7LBIrGJSY6vuFHH+V08p13UqyZyLDXy4jx4MFOkQUgsN90zx5Ojy9YwPP5ZhLwrUyWl0exMnp0w0wWgfjkE0dwG/H42mtOFo3qap7b5Pldv57T4KZIB8Do4NtvU9C9+SbF0ZgxXHCVm8too28mgilTKKZ//nP6pxsrtLFxY0OLgWHaNGfBYUJCYJEdEuLfl337Uow98QRtDLbNa503j9Fmk2nDF98c1PX1tBI0RX29f37sPXtoM7Ft/1zPtbXsg/feo62iooJi3Pe7AG0St9xCofz733Pbc8/xGQoP5/nGjvX/TmNBnepqPj+9erF0uKkCWFbGvM5uDhxwslGYaPvRo2w34Mwy9O3LXM6+pacBWi1MCr7ISKectCEhgdacSy5h1Pi3v+VzXVvrCGJfRo6k4N++nXYMs3jzFJFIFqIJvF4vtm3fhomzJmLDsQ1I75OOuDZxLd0sIc4rYuJikNkjE1Gdo7B0z1K88/E7WJKzBCW+09PnKu5o3MGDXLBWU0Ohatv0v1ZVUdikpHBqef58Zh1oLDeuLwUFFJqXX85p+8bYtYuCZvZsp8qaL9XVTqSzspJCaOBACqX33qMIjo52shu8/jrPZ/zE3/oWI3iuvMu47TYK6fp6ensBRnXbtaOdxLdQxvDhTtnrq69mhDwQaWkNLQYHD9LScNNNtHEAbO/hw06xlZwcRxwPGcL7YAS12QbwGm69lcI5NdXfT2wyk+zc6UQ3g4M54AH8M10UFztCf98+f6FbXU2B+MUX9O0awsN5P3v1ouCdNYtC0+PhbMPMmTyv8UaPHs37BNBnvXo1+3DgQKdyXSBefJH3ub6ebbvuOmfxKMCMI9XVFOpu0tM5O5GT42zzeGg78e1PgP3XVFXBf/yD3zN9Vl/P+3XokGNhWbyY/19efZX3xXjBAfrWTVaVrCxg0CD/XNqngIqJNME5n7T+HOFs7efi4mIsWrEI+6r2IblDMiIiI078pbOUC7nQxZlCfXz6qK+rx5FDR1BzpAbt2rRD/x79kZqaiqCgoLP298VJUVdHC8EvfkGRGBVFkTRpEqOVS5ZwyvmZZxjprKhgNLe+nkJ70ybu7xsdBlgsJDzcyaJhmDCBgjY11RFRAMVuaGjDDAXLlwMrVyK7T5/AfTxjBlPNmUVRu3dzOt/jcRb8NUZtrbPgzrBpU9PT4h4Ps0z84AdNH9uwcSPFbEQERfmgQRRQvXpRNA4aRJEeEuKkGnMzbRqj3tu3Uzj69oNZrFZURJ/tkSPc5s4LnZPDiO1FF1H8du1KUV9Tw2cgMtJ5jk1qupQUf4FaWMjn4o47aAkpLmZ0de9e9uPBg7yn48Y5or+qilaMqVOdRXaBeOUV//Lahw4xijxgANt6zz2M3NbW8tlZvJjX6/Xy2H/+M0VoaSm3ufty1y4Kdd827NpF0f3EE86xQkN57VFRFOIdOzI6/cUX7FN3tcATUVDATCI33wwAsCzrlIuJSCQ3wTn9y/gc4mzrZ4/Hg7z8PKzesRpR6VFIaJvQ0k06ZSTgmh/18enHtm0cO3IM5YfLERcUh8G9BmP/vv0YeiJBdjZh2xQ2H3/MKFe/foGngqdMoTc09iQWAU+cSEFgoqWNcfw4RXJREaPXHTowi8NVVzFrgxHVFRUUfO3aAZMnIzshAUPWrHEitXV1FHi+acYAiuouXRrPJPDhh8ygESiqV1ZGseZrefB42A6T4szrZQT1448b2kzmzaN4NlHrtWvZt/v2cUHZ+PEUncuWcfHX/v38LDSUC8GMH3vsWF5nYSGPOXIkxeaoURSKnTpxv1276PE1qeBOhnHjGBE2KdAAisEjR5BdX48h3/42Pen33EORDDDyO2yYIzxNdpDCQg5ENm1im9zVFo8eZfvDwhiZd1d0rKzkdbVpw77fuJEi1Dcia/JIL1zIfliyhP+ioznQaNOG53f7mvPyeCz3IMgXr5cDvh49+FxWVHDAtXkzn/m0tJPvV4+HVphRoxhRT0nx/3+TlwcEB8Pq108V94Q4Xdi2jV27dmHizIlYe2Qt0vqknRcCWYhzFcuyEJ8Uj8xemQjODMb8zfNRfKwYuXm5KDfVwc52ysspjH75Swqs9u0bLmIC6LfcsIHiwXcKOxAdOzLa6fUGXrhVX09Ra2wR9fVOBbmRIylCfdN1lZYy6rx+PcVUUJAjkI8e5WeRkf4CGaD427q1cX/zd77jCOTycv/UaWFhTj7hpUt57rIy+pZ/8hMK86AgCsKuXRlVNXg8vAYjkE2BjylTKPpefNGJyl56KX8mJLDvBw50BPKBA851JidzodmqVRS3//u/jkAGOMAwAtlM+7vZsIHHBChqf/xj/7y95eUUsN//Pu+JyXJSWursk5rKwiOGPn3oS7/hBt7PSy7hYrZDh/zPnZBAG0JRESPP773nXzzm8GEOOAAOEubN819kadtcQFlfz2cE4KAuKYn9cMUVFMJDhtBu4uvRrqlx7Cy+zJ7N+wiwvXPnsm1GUL//PjNVNCaQq6v9+2bHDi6WDA+nQJ46lZF644k3mOs/DUgkCwHg2LFjmPPFHMzOnY1WHVohrWMagkMaSYwuhDjjREZHIr1rOkIiQrCqcBXenfUu5i+aj6LGCk6cLWzfTqFmColUVfmn/jLExVE4hIRQxJiSwIGoqKDoCQqiYDYZFgwmR64RGCkpTCsWEcGoYGgoBZBZJFheTsFZU0OR6bvQLSHBvzhJWZn/uS65hF7kQJjUbp9/TnGzfz8j2ddeyyl147ceNIjWj8mTOcU/aRIjnfPnU0jNnet/3vvuY7sMlsVFXvv2USB5PPQHL1vm7PPKK4yETprk+LHfeIODh4ICCi6AFonf/Y6i2ettuPANoGg1lfx8FzL+9rfOgrdt23gfw8Mp4vbs4SLF3/2OKfoiI3nP27f3953/4Ae0JRhCQrgYb+ZMtvvxxynyTeT5ttucRWwm40d8PEX15Zc7lfvat+f5cnM5CHvyyYZ9+NhjXDxqyMwE7r7byX4BUDSPGMFZBYDPaUlJ4NmC7t2d9HNpaYyax8U5JbBNJgs3ts3Bxp49fA68XvZnhw7++bLDwzlYvPdef+96+/b0up8GZLdogrPNBnC+0pL9XFtbi3Ub1iFncw7CU8KRlJp04i+dg8gK0Pyoj88Mpp+9Xi+KC4tRXVSNlKgUDOw5EJmZmQhurOpXS/HqqxSRgQot+LJ0qVNo409/YiTy+ecb3/+tt7jQyre8M8DI2ooVTg7dG274jw/Wz/MKMNJ37bUULVu2MGp85ZXInjMHQy6+uOGUfk0No62TJzNNWPv2Tg7bQL/Djb44dIjHeu45WgtiY50CFoaxY3nsI0cYabRt/jPZGOrqKJaaWpBl2w0XDQZiyhQKXVNREGAas7o6J7r99tsc0PhWpzOWDHflQ9O+Dz9sWD1u/Hh6c597juI3Px9o2xbZmzc3/XfvkUcoAK+4gtdl/MZPPeWkogM4eGisKE91NQc8xgYxbx6j+6Gh7Mdt2ziQGDCAUeoVK7gYsUMHCtBLLqHIbd2aNpC77w58nh07OOhqym5RVkYPu9tnvHcv7UOmgiHAa509+z/e4v9404cOpT962zYOlEpK2LagIAp/38HahAmwbrvtzNktLMsKtiwrz7KsWV+972BZVo5lWdssy5psWdYFVmdUnOvs3bsXk2dNRs7+HKT0TjlvBbIQ5yNBQUFISk1CZt9MVCVUYc6aOXjvo/ewYeMGVLtTZbUk999Pgfzaa/5Tx2Za3vD++87rJ56gQJ4+3Zkid3P11f4FE0wBkSFDmAu5a1eK0dhYCgz39DxAgTxuHAVQ//6sWmZZFFC+2RxqaykMg4Mdf+2DD7INl1ziZNQoLva3VIwfz/N+8QXF1ujRjCQGBfkLZIBRzJQUiqgXX6RQ8k1XtmEDrRC+7Nvnb8OwLP8c0V9+Gbjvhg+nOMvLc7atWcPrGD6cx73zzoblm/fvZ97qQISEUCAfPkwxbRg9mlHU/v3pm+7b18lg4mtT2brVydAAMEPEunVcLPnyyxzkWBYj0aZfxo2jQN65kwsO3UREUIAePsz3l1zCaHZYGPt32jRezzPPUIB36sTnZ/hw3qeiIgr74GC2ec4c/4IohmXL/CP9+/dzYaCJNhtqa2lj8X1GMjP9F5UCbEtpqZPrOjycz+bu3WyfyaYSH+/0xbe+5eTfrq6mJeU0cNKRZMuyRgMYDCDWtu3rLMv6AMA027YnWZb1MoC1tm2/1NQxFEkWgTjT/VxWVoblucuxpWgL2rRvg+jYAKVCzzMU5Wx+1Mdnhqb6ubqyGsUHixFUFoTeHXqjZ9eeiGssi8GZYu1aipTvf5+RushITtW/9RYjhYEW6tXWUig+8gjfr1vH6X9TDKOuzpnGBnj8p55i1oFAx5syhdHMkyx81OB38pdfMop85ZVNRwtfeYWCypSkrqtjdbq6Oloq3Fkq/vEPp6qcsQ8AThluX0yKvEDX4Fuae/58J090bi7P+3V46CHmHDZ9PWECo7kFBRReo0Y5nxk8HrZt08y04Y0AACAASURBVCYK+U6dKDCLitgXq1fTXrBsGQdN8fHI/vJLDOnWzfHjHj4M/PvfzmJMj4ffS0lpvOJgY5SWUhybDBaffspBz9atTjTY+LiTkoB//YuWCmNlqK3l82Wi7MeP0zISFsbvGbvQe+9RpCcksJ9vv53PtZldqKjg+wcfdO7nZ5+xP79Oirbdu3lf4+LoVzfnNosAffOC+3A6sluc1P8Yy7IyAFwL4PWv3lsArgTw4Ve7vA3ghlNpiBDNTV1dHfLX52PinInY492DrD5ZF4RAFuJCISIyAumd0pHUKwkbyzZiwicTMHf+XBw4cKDlSl8XFlIgv/8+LQVdutCu0LevfzS5vt4puBAa6ghkgNFEs1Bq3z76ewGnaEfbtow8N5YZY/hwf3E5d65/1BJg9O2FFxiNq6xkxM8wdChF1FtvOeesrub7LVuc/R54wBHIAIXWr38N/M//BE7j9uijTGX2xBP+2ydO9I+619fTk/vaa5xW9/Wf5uT4L6LzFUxGIJvy24bKSg5C3Ne/cCEFo68I/tnP2J7ycr52C+RPPgH+7//4uls3+nUvvZTXe9NNvL6NG/nZT3/KAQ9AAZqWRtG5Zg1tA5s3O+2ybfZfYwL5hRcY5TX5hwsK6P0uLOQ5fVO8DRlC/7VvisDycloXAA4MfL2+8+b5FxB5/HHaUO68k0LYzFp8//t8Hr/7XQ7+pk51rB9BQXweb7zREcSvv07Pt1sgHznSdOS3XTt+5+hR3qeCAorwrl0puJuRkw17PAvgNwBMjLwNgGO2bZsaovsApJ/mtglx2jh48CA+nP0hFu9cjMSeiWib3hbWyXjXhBDnHCGhIUjOSEZG/wwcDj2Mj5Z9hMkzJmPb9m2obaqoQXOQlkZBNHIkU5NFRDAt2MCBnOo2i+5MlTVfiorojb30Umc6OyPD8Wr6Zsn4178CZ80wzJ7tVOa7+mqm9Dp4kOKkro7tGjWKqdbCw/1FsuG++xiVLixke7p0aZhrec0a/6wK5vfs+PH+0+y5ucyWcd11FE/u646NpTjetIltHz6cIvNb36IoM/Tsyfe5uf7HGDvWsVOYQcWbb1J8uzN1GEuB24O9ezevd8wYTvebYhe+XHUVF+utW8coqSn/HRlJO8Du3Yx+jhlDoX/55f7ft21aGMLDaTmJi+N5IiL4s6SEfnX34sxRo3gfn32W7zMz+ZyEhDQUoTk5bP/Chc62mBgnKusmMZHR4X//m+9/9zu2y+NhxNsMlFJSOChZvty/b3bsYKT3yBF/S8u99wbOTx0f39ByAfCZefllnve221iF8d//ppf8rrsoymtrnZkXgM9YY5UYvwEntFtYlnUdgGts2/4vy7KGABgD4G4Ay2zb7vzVPpkA5ti23SfA9+8HcD8AJCcnD5rk6x86yykvL0d0tCKNzU1z9rPX60VFZQWqa6sRHBZ84Was8ABQFe3mRX18ZviG/VxfX4/62noEeYPQKqIVIsIjEHSS9oNvTF0dp4Mti6IkNNRJl2XKBtfU0INpOHrU8e0azIK0oiKKJyPCArXf4+FxIyP9txtLgimIcfgwReHx4zx/uNOpJ/U7+cgRCil3G+rr2QZzfpM5wzcfr5uDB3mc5GQKcFOcw/SdiZBXV/svPvS1nfguYPN42K9mf7PdiHR3m3fupPA60fNgqgUGBTmi0ffeNfadykpeR0bGfwYN5WVl7OOSEl5fcDD92/X1FKm27dwnk8rPXEdhIbdVVjoZKoygbtOGz4lvxLu0lM+eb1srKpx7cuQI+6m8nMK3vJz2DJO+LSSExz9+nOerq2P7QkP5s7aWfR0ezn/l5dzfsviZr3e4McrL2R538OpkF2Maams5WIyNxdChQ5u/mIhlWU8DuB1AHYAIALEApgP4EYAU27brLMu6FMD/2bb9o8aPJE+yCExz9LPX68WWrVuwJH8JkAAkpSc1/x/Esxj5ZZsf9fGZ4VT7ucZTgyMHjsB7zIsemT3Qu1tvJLozRDQHpjJaUREFXWgoo6R9+jBV2qpV3J6YSNH08cdcgGeKXQAUIjNnMlK4ezc/9yU7mxG5Xbs49f7rX3P7yy87i9CmT2ck20RNN2xgVNnvMCfxO9nXBzx7NlPRmep5M2dyir+xrAtuZs+muOrc2Sm0Mn48MzH07+8I+C+/ZNTYCOOPPqKtwS3Aq6q4iHD3bvavEdkbNrAP3T7lZ54B/vu/G7bL42F0+Lrr+N4sYHzjDYrAPXvYdytXUrBecQUXww0e7CxmrKigTcQU9xg2DDh4ENkrV2JI+/a03QCM9n7wATOcFBUxQn755byn3/kO+/q552hRWbfOKVM9YgQXL/btyzbNm+fcdzfTp9OisHAh+2XQIArnjz+mhSE6mjMBTz/N1z/7Gff/yU/8s7Ps3k2h3KkT/dteL/DHP/Izy6Ioj4jgfdizh8+Fr4fe9z6tWsV7mp/P7/bxibUuXsz/J126+KerM5SWUlw3kmf5jFfcM5HkrxbuTQEw1WfhXr5t2y829X2JZBGI093Phw8fxqKVi3Co9hCSOyQjPELhPQm45kd9fGY4Xf1cX1+Po4VHUX2kGmnRaRjYayDS09ObJ4Vcbi4jf8b3WVhI8eD1UrjdeistBw8/TLHy4YcUc7/9LYXDihUUzx07ciFZVhaFkzvCtm4dRdvx4xTKZgrbRAYBRhtzcyk6BgygmL74Yidaia9+JxcX8/u+ntj8fO5/zTXMgfu3v9FH+8YbjV+7bVO8bdzoCMLaWi7a69HD8ckeO+ZEIoOCnGIiRoi/+y7wwx82LAENUPRFRPA6Ar0vKaHg6tOHtoXvf9//+7W1FNUpKRSrsbEU6zNmUOh360ZBWFNDG8o11zS6WAw1NYwAN/UcFRQge+tWDMnP968kWFFB28B99zm2hPp6Lvi77LKGx1mxgvc7KoqCceVKRoVHjHD2qa5m31VW+vvcAQ6e7r+fr91BpL//nZk5ThTF3b2bbW3dmqWtY2L8rRN1dfRP/+pXDb975AjbfPXVfD9nDvvWYKLRb73F1IFu9u3jfevXj7aTUaP8xHhLi+SOACYBSACQB2Ckbduepr4vkSwCcbr6ubq6GqvWrMLa3WsRmxmLuDYtvKr9LEICrvlRH58ZmqOfjx89jtJDpYixYzCoxyB07NAREe6cwt+UCROYVaBVK0a8br3VP0PE558z8thUFo6jRyn63BYKg0nn1VhxhvXrKQ63beNxoqIo2KOjKZZNxLpbN+DwYWRv3IghixdTEPqKp7w8ClsTJfzzn5lVw1dIuS0RX3zhZDsweaABiudDhzhQMGWoc3J4rMREfjZ1KvDXv1LgtW5NsRsf739tkyZRYLvTtfli2+zD4mKKepML2VBUxMFK69b09sbEUNRbFhcmmkVo3bo5ke6iIican5fHPr7iCpZxPnyYfWpKkvumu3vnHeCzz5B9++0Y8sMfNt5mg9fL6K7bs7t0Kf3kmzdz8LBuHfNr+9pkdu+mkL7+ej5zvsJ9/XqmavtRkwYARtJ9B1FmRsSQl8e+/d73nG319Wx3U5lQxo2j8D1wwMmdbNscELRpw75+6y0n4g1w8WtFBZ8HlyD2O+5X7TsdIjnAGRrHtu1sANlfvd4J4OJTObkQpwOv14sdO3dgUd4i1MXWIb1PM0WDhBDnJa0TWqN1QmtUVVRhwc4FWJK/BH069kGPrj3Q2ifC+o0YMoR/8Gtq+NMtHNxRzUB8+SWFQ2PBhFatmPO4MRYsYAaDiRM5hW8WExomT3batXQpf0ZHM8L65psUt1u3cpsps7x1KzMX7N/PaOBPfsJ9g4NpTzDT40Y8LVniL6BN+emf/5wLuq65xikG8cADjDTn5rJdH3zAzArTpzeMKI4Y4eQBBigoi4r8s2lYFvuvTRvaBzZuZGR47lwKtM6d2bd5eRxAhIdTdN5wA+0eAIVZeDiLqDz4IKOed97JaH90NK8hKcmxWXz2GcV2SYm/SL7tNlo2Fixwtu3fz/4cOrThvQsKohg05zeWi8GDKV5DQjhA6tKl4cLCdu0a5qM29O7Nfx9+6BRWCUTPno7wPnbMGcxt304rSIcOfD4WLXIWVG7aROF8+eW0EGVn81kyZcEBR2gnJPDaIiOZLnHfPnq3X32Vvmpfa8yNN/JeNjWANcc1OZNPEYU9xDnN0aNHMXPeTMzLn4eYzjFIbZ8qgSyE+Ea0imqFjM4ZSOyViPxj+ZjwyQR8+uWnOHTo0DdPITdhAgVEv34NfZVTp9IWEYhx4yg0Skoo6NxZJNzExTnRVzcPPcSfxcWM2tbVMe/sn/9MQdmqlZNi7oYbeKxf/YqibORIirhLL2UmB0O/fk6GjosvZoR0+HCWsDbXuWYNxTHASKRvwYl77mFU+IMPnAIlhmefpWj65S/5/r77mOXjpz/13y83l6LJ14IREhI43RxAH+9f/0r7SV0dr7VzZw4e9u+nncUsbrvlFv+UepGRFOkDB9LOcued3P7nP1OIBsqakp9PkfvII+zf555jhNUd8W/bliJ37FhaE9580/9zr9dZyGcGbWFh9B5nZ7PdMTF87cu0af6p3AAOEObM4evCQmZK8RXI69b5ZwqJjnYi0HFxzCrx6KPM4dyhAwV2Xp7/c9y7t5PFY906WnOuuooDFJP28A9/oKcacIqO9O/P41ZU0AZygyuzcKtWTQvkggJnoOAb7T4FJJLFOYnH40HOqhxMmjcJx6KOIatXFiIiT9P0qBDigiYkNASpWalI65uGg8EHMW3JNHww6wPs2LHj66eQGzOGgjOQVeKmmyhannyy4WePPsrp5aIiiofUVOez6mpHfPqSktJ0RDkri9PsQUEUfJGR9EYDDaujGaKj6RlNbyLLa3o6xbE7I0afPo4vuHdvLhAzFBdTEL77rn+asHXr/FOVGa6+mm02EUKv10lR9o9/OJkY9u3z/15lpSPg6usZCfdNGQZQfEdFOfmavV7/CogAByy7d/OfEWImq8NFFzVcPObx8LhxcRR8YWGMlOfk+Jcbr6tjtDwjgws0R41yCn4Ysdy/v7M40Tdt27Bh7N/+/TmY6drVvw09ezasENizJ6P2tbW0wpgUcgaTvQLgoMZUdXzzTUa7y8posRk2jML+008ZSb7jDu7nrhK5dCn3i4zkoMvMVFx+uZOy0Dcd31//6iwABZja0OSW9qWigu3wPdfWrbwfzzzTdDrEr4FEsjinsG0bBQUFmDRzEtYUrUFanzQktA2w6lUIIU6RoKAgtElug8zemfAmezFvwzy8+9G7WJO/BhWnmovVpCO79lr+sXcXuAgOppfULXzMZ742EI+HUcRjx5qOtA0bRrEaHMyFWd26McoH+AsV077f/96/3HF1tSOqAUaKN20KfF0Ao7ybNzs5kn0LjXzwAaOSP/4xLRlz51IwJyQE9slmZDDbwpgxjLgGBbG/ysooII0/9aqr/COoVVWcxr/9dh5/0CD6j03GEIBR2qlTnYh7WRmn9gGea+xYCtnjxzloMZHyrVsZdd2ypaHVIT6e0elevfjPtjlo6NiRUXeAkdwpUxpe69//zn++xT9Mu7Zt473OzWX/m8IeluU/kJk7l5kjGhvUBQWxP90L6mJi6Amvq+PrW2/l9rvv5rYjRzgYmjGD13z55exXgNaN9es582EwEd3CQs4MGEvG0KH+PvzaWpbidnP77RygfPEFBxjbtgGzZvF+PPAA+2/cOA66fvhD9kls7IlT850kX2vh3qmihXsiECfbz8ePH8eSlUuw89hOJHVIQmR0I4tYRAO0qKz5UR+fGVq6nz3VHhw5cAQ4DvTM6ole3XqhTZs2J3+A4mJGQLt2bTidbDCCKziYkbnMTAqRnj0pbNyp1f7+d37WqpW/b3nmTJ7H16rx1FO0L/iWgT5yhNkROnYEPvkE2ZaFIUaompLLH3zAhWk7d9J6AThV8YwtYepU+puffpqiqK6O1oZ9+5wsCm6OHqXoPHaMwi062n+xYGUlo9xuET9tGsXcgAEN+8PjoYhavZp2AIARx6Ii2iuaSvk3dSotLtdf3zCThimXvXIl+9osOGuMiRP58+KLGQ296CL2Rc+eyM7N5d+9xnI3B2LyZP4cMYL3zPc6iovpczbiHmAEffVqzli4GT+e2SsA3qPqaud4xcV83oyAfvttivxbbmHfGDG+YAEHa6tXN/SKb93KRakjRtAL/nU4dozZSEzqPYCWlWHDOAhMT6fFxbLYtpAQRtP/+U9WP4yJAWJizlxZaiFaktraWqxesxoT5k7AoZBDyOqdJYEshGgRwiPCkd4xHSl9U7CtehsmfzEZH/8/e98dXlWVd71uS6+kdwIEkC6IICggiIpddBQbdsdx7KPO6DjO6zuO37yCqMhYRpGi9Ca9Q+ghoQVCC6SRXkhvt39/LHb2OffeBAswomc9T57k3nvqPveBtddev/VbvxyFhYVwKFVUV4iW02FhwBtvtE+QAZIOISjdfTeXn196icqZp+zhP/2JfszBg9Xv3367u5f55puZ2ztpknzPbpdL7GPHqpeqRUbxddeRFAmCDNBfKpbPAZKxefOoJHbvTkJ6yy3tE2RAdsMLCSHZVgp3TieVar3e3Vs7YABJr9I/K6wYM2eS0JoVgVtdu1LdVa4A/Otf6vi6N9+kj/ippyRBXr6cOc75+VQwASrDSUnymS5cSAV161b1NT7wAH927eLzjoujteT116UHPC2N99BeodnMmSTEa9fyWTocJJGvvsrzKrdTfqdaWugZFgTZ4ZDPGOD+wtZSWckOeWYzSfaUKWpifcMNnJzV11MdFxg5ks9BWECyszkOAEn3Aw/w+75jBwv9TpzwHOUmsHgxx7m1lcRdoKCAxZJjxnC8OneWhaePPsqVh507uSoSG8sJjKuN5CdCU5I7gKYkXxp0NM6FhYXYtm8bGkwNiO4cDaPpRwWyaDiH/7b69luANsaXBr+0cXY6nairrkNDeQOCEISrel2F5M7J8FZ0sANAsnXnnZ4P4hqrBZAM2Gye83F/CKZOpYonyF5lJQltQACJbntxcgBSN2yQ8WTl5STmfn7cf/BgqrRLlsi0AU947z0qgQMGMBHiqac6jgQT95uRQT82QHvB4sVcRu/IE32hcPYsyeCECdIX/Ne/sljvxhvVE5TGRk5mRIHa/v281jvuoHqtvNdjx6j0i/0CAn4av8jKYpJHz54krF98wQlSRARXHcQ5m5v5/H18qAZXV9MmU12tzndOTych7dyZpLpHD75++20+vxkzSEIXL2ax4fvv0/bS1ETvdE4OJxWCJNfVccLlWqDa0MBr6ej5C5w6xe+U0SgLCs+e5aQiJuZHdeDTlGQNv1o0NDRgY+pGLE9bDkO8AfEp8RpB1qBBwy8OOp0OIWEhSOiVAFOiCVtPbcW333+Lvfv2ol7YEQBJkIWaZ7ORPG3aJGPgtm6VyujQoWqCvGoVlbh9++ixBWin2LKFSqeAKF7q1o1K40cf8f01a3gNx4+T3HUELy/5d34+l9gBEpXmZv596pS0WwAkSq2t/Lu2lkRLxKcJgnz0KP/OzZVe5w8/JPER95uUJFXjwECSVU8E+edEfBUVyWI+pWoeFsZCNEGQARLelBS1CgtQrRRd9ACSxz/8gWRQr2dRYmsrSaOyMDEgQO3b9gSlyi8UVaeTyv2AASTFPXvynPHx/M5kZ8t9/Py4WtG/P+/nn//kZMm1AcrVV7PBS3Q01d7aWj7fW27hfUycyGNNnEgSHh5Oy4XIpO7aVV1IGBzsTpCdThbfCeUcYAqL+My1EU1AAO/nu++k7SgsTBauKglySwuPLb6Trs/oAkBTkjuApiRfGijH2Waz4fjJ49iTtQeGCAMiYiOg+zF92zV4xC9Nffs1QhvjS4PLYZytFiuqSqtgP2vD9WnHEPLm24iKioLuo4+4LPyPf1DF69pVKpEASXN+vuw6tm0bC6Q+/JBNFhwOkqbwcBagZWZyKVo0xzh6lMe46SZ1fBkAlJaSDP2Af09TU1Mxyt/f3b7RHo4fp1I9YgTJ0IIFLLgqKyOpDw1lh8D6eiqzn34qCY3RSCLX0kIyftNNLKBbuvQHK4YqlJfzGhISPH/e2srxfOQRpn188w1tAcpCL8GLdDpu7+XFScqoUXJc6+vp2/3DH6Qd5F//Yr6vEhUV3F9ZpJaejtTKSozqKIlE3Mv06WzqosSXX5KM9umjToIQ137woMwjttu5AiAK5gCq9qmptFSkpMj37XbPnQJd1dszZ3iM++7zfN2lpXLCtGMHr6W1VfrDv/uOaRyAOnu5upr2m44sGQB9xwYDVfLt23m+Rx/lRDAsjAq00wldYqKmJGv49aC0tBSLVy/GzpydCO8Vjsi4SI0ga9Cg4bKDycuEmKQYxA6IQ/odA7B051IsWbMEuXfcAftjj1H56tFDTZABGc8lMGIEFdNp0xgflp9P5e/kSaqK27ert4+JoafYlSBPnsxYrIICvnY6SRQFGhroe1VCqHOuEBFtra30sFZVkWhdfTWPv3w5Cag4T48esklIUJAswNu7lwpnVRWJZL9+PGZkJK83O1vm+bri9GkStbNnZUzaRx+xgUdOjlQt33oLWLdOvW96On3ZiYks9HriCfckhD17uB3Ae505k6qxUnUOCqKq63BwTE6dcifIAO+tpobkT5m4ISLdPEGo3FYrn291NV+LeDXRttqVIAMc88ZGmUldVMTzOZ0y6WLoUOAvf6EK/f77ct+nn5aRbwJ2Oycthw7J9xIT+ZwrKz1fv/h/OymJE7dNm3jdYgVDEGRAPXno1InPQ3z3hEfZFePHMzYxMJDPRaxUdO3Ka9Pr258k/UhoJFnDfx0OhwNbd27Fku1LYI+yI75HPExeP8C7pEGDBg2/YOj1eoTGR6GvswWhOfuwLmsD5tUUIqu5Ec3naw4CkGzodCx80+tZMBYTQ0/x118zUksosl9+ScXWRbFsK6T64AMSu+ZmHvNPf5LbVVa65wuPHMll79JS9fspKbR47N7N/U6coBr42mskd7/7ndw2JoYEVJkD7eVFdTwwkGQpJIR+3y5d6HXdsoXHSUnha6FIKiGaSoSFSWvEK69wXK6+WkaQvf++ugGKQEQEiWNsrHtBIMDcX0Hsb7yRRDU4mORcieHDqYT37UsFvKDAPdKtTx8W0CUmypQHT8WXAlYr1dc5c+jPPntWPpu77+a96XQyl1kkXgjo9Zxcffkln31SEu8hPx/YsEG97YYNalL8zTdSRZ87lxMxg4FRewMGkHwLYjxzJq0RmZks5lPaKaKjae/44gs2DXn+eX4vRLdGZbaxKxoapBVHNDo5fZrfA4eDz6tfP7m9mChYrZxMJiZyAuJ6rz8RGknW8F+Dw+HA8RPHUV1XjdMtp5HQLwFBoUHn31GDBg0aLiPU9uuO7lszMGrnXvj0DcepA+uwbO4X2LFnBxq++06mJLQH4REWam9rK5MuABKDs2dJOF1X3vr0Idl87TWqz6tXez5Xly5cPlcmPxQV0dYhCF1TExXFbdtYxGWxUIm89loqnbfdRrU0K4uEXBDKuDi1clhaSttCfDwJttEoiwtfe43ES3ixhRVj5Ur19cbFUXEuL+fSvUBAgMxLbg+xsby3khISty5dqFoLn7cnREdTmRw+XL5XV8eJihJJSepJwubNkoT6+clrE1YITzCZ6AF+6CGS4jFj1KQQ4HP+7juq5AEB7p32AFpwNm3iNeTl8Z6V1w/wOcyZI73ln3wii+sefNC9QcrBg1TrX3lFds6z2fidUnZTzM/nKsBzz/EamppI3sX38+hREt6WFpnzLFItxORJeM4rKni+ykomp5w6RSL/97/LBBgxbl98we/5hx9KP/zPhOZJ7gCaJ/niobKyEtvTt6PMWoZY71gYu2hFeRcTl4OP83KHNsaXBpfrOPuUVsLY3IrGrgkIyC2CT14xcCQbh0aOQO9KC3p0TkHErbdC7ykvt7CQP8OGqd+fP5+EYcIEaTMQKQqecPQoj5OV5Z6m4XDQwrByJVL79sUou52+55AQLpPn55PYDhhAQmK1krxbrSQnooU0QPIaEECC1rMnyVFKColzUlL7KQdLl/L4p06x8NBkoodZNKuwWGjTyMpiEeLq1bQIdIS9e3kNwcEyBk1ZmFhWRhJ+771UzsPD1QSroYGWAx8f/uzcycmAIHGieMxTG+QTJ6jceyDFbfwiPZ3j4+r/PnKE13r6NBMkRo6UBZ7Hj/Nab7iB46zsdNjQICc2lZU8RkQESXJsrPreP/iA353du6nABwVRFe7f3/NYrlrF83bpQo+zsp11cTGtKQ88oE5rKS/n+T19r0+dIkkePJjX0LOnLPzLyuJEQKejBSMlhUq9aAH+/ffcdswYbu8h9UJLt9Bw2aG1tRW79u7Cwi0L0RTShMQrEj3/p6BBgwYNvyLY/XzhPPdvXUtYCEwtrah6+RHEDUhEQb9QLG3Nx7wV83Ay+yQsyqVrgJ7W9evdDzp+PEmJTsel/IwMkipR+OQqgvXuTfvBSy+R1Cg7sjU1kUQLsjtmjLRuXHklCYrotqfTSbJlMnE5HSAhs1qpDPv7U82cP59kEaD6qMwuFjh6lJ8NG8Zc5ptukv5SQZABek/nzmWnvthYNUFubaWq7opOnXhN2dlUGUVXOIDbh4dzHK1Wkk5B0gXS06mwipba117Lwsv9+3ltWVnuWdQCPXt2rBoDPK+r+v3SS7QLCC/yO++oVeArriDhLymh/eC99zgZ2L6d4yNQXMxxEXFqixZRyT9wgPc0dKjcvqmJirKSIM+cKTOdjx+n7WTiRHrOlQQZYJKKKOR77TU5ifDyovoMMJZuyxbpTdbppB982DB1MkafPkzoeP55EuTUVGn1MJlkgZ6w43z0kfv3/QJAYycaLgkcDgdO55zG3JVzcbT2KOL6xiE0PPS/fVkaNGjQcFHhW1wBALAGB6ApOQ6JC9cj7OBxVI6icqjT6RASuoSNCgAAIABJREFUHY74fp1hTDBiS/YWzP5+No4sWYQmEQdnMsmWyUooVcHQUC6fd+1KclZRIa0IVqtsArFhA0n33LlU8cxmWgc68snqdFQZjx+ncioK6kQsnVDwDh7kT1kZyaOIohPtlUeMUKueAqKN8HffkcTNmcPfyig0gO2cX3xRkqyiIhL9kyc5RqNH89oaGujJdTo5Dlu3kuxecQWJ3u7dJPzPPksStmaNbBUNkLQLjBnDpf3775fv+frSRnD77Zx4iPsrKVF7cwWUbbIBTiaKinhdAwfyGMrPJk+mnzsggPYNk8m9uHDiRO7brx+tN0OGUOmOiZEkf8AA+qEFHnqInw8cyO2Tk+l/HjGCvurgYFkICXAyMno0J16pqVSDly1Tk9FFi/jd2rFDnYwhlOTp03lsgNc5erScOEREyGi34mIZNSjQqZOM/xs1SqZjADxObCzVcIDNUcT3sKWFOd4XAJrdogNodosLg+rqauzI2IGipiJEJkfCx89H9fnlunx6OUEb44sPbYwvDS63cY7anIaKEVfBaTIiZt1OlI4ZgtDDp1Dbrzuc57LfDS1m2H1l8xGrxYr6kwVw1Nox7EQxOr3xJiIizsVhFhSQmHbv7jmXVuCrr6h6Ci/ojBlsF/3eeyzaq66m4nv8OEnytdfyuAkJSE1Lw6jsbMabucLhoKK3di3JYViYe+OT2loeMymJJOqee9pvu3zgANXcxMT2B9FiISFXtlwGqH42NLBZyR/+oG61XVjI4x4+LIvwBDy1uvbU0MXh4PGFYivsDq6NYsRSf2oqFdCMDN7PgQO8/xUr1OcoKUFqdrZnfrF+PRVSb296zQcNUl9bUREtHxMm8HVrK8mxEnl5VPK3blWTe1ccPMjnFxgos5xds5TFeFVUSPX4kUcYdxcXx+duNLY1SVHBbOZErr2UKrudx42J4cQkOJiWHoBWHUDaKQ4epA/9zBlOAnfs4O/cXPfizNZWoLYWupgYzW6h4ZcLi8WCvfv2Yv6G+ajxrUFi70Q3gqxBgwYNv2aUjxnaRoZrBvSEweaAd1Ut4lfIFsbxyzar9jF5mRDWtxvChqcgY0wKFm9bjKVrliIvLw/2mBgS3P/9Xy5fK4vtAJKVzz+nFSEigupsSgoJ8uLFfG/zZhIco5GWAUH6evakreDsWaq7LS1UWw8flsfX60muH3tMpjW4Nj4JCSFBFp95IsiTJ7MQ0ceHqvaKFZwA7NnDe2hulkTpnXfUloTMTBmjJorqRMtogaIijs2QISSxTz/NDOnqatpABPnqCOXlVJ2vuAK49VYSOaXKDPCahWo5ahSJ+bhxVIcfeUQS5G+/pZJ76BDvp6qKhWjbtqlbe990E+/H4ZAxdEryHh8vCTLgXjzocJB8OhzuHnbXBixXXkkyX13NcRQEOSNDxgUCLDpU2iu+/VYqvOK5GI3udpdNm3hvIjrv2DHg+uv5d3k5rz0zkwR47lw1md67V9pNampI/IOCeJ2+vnyG3bvTu62EzQbMmqWeMP0MaEpyB9CU5J8Gp9OJgoICbNu3DS1+LYhOiobB6CGg/BwuN2XocoQ2xhcf2hhfGlyO42ysb4SxuRWt0eHyzXYaN3hV1yFy2z6Ujb0GtgDZOrq+ph51ZXXwt/njptQMdIqNhdfvfkebRVOTJKUd4fBhLn0XFLh7SoE2VTJ17VqMCg+nKqpc5j91ikRFpFEoUVhIJXrsWL4+fZpkedYsKtcLFpC0KfNrt22jiviXv5BQ9u3LcYmK4vH8/Vkkpmw4AZBU9eghW2sXF/M4nsh4SwuJU0CAJGE1NRw3gaYm3ptrIsKBAzx3cDD9usnJtF7MmqXezmLhsV0LEpUq76pVnITk5wODByN1506MiosjATebZbb1pEm8//HjPVtTzocpU2g9mDqVExylJeeH4sUXSUKFcr5mDb8vnopCBYcU3nbX8+3cyfsOD+d41NdTEXY6qXQLYu508hl0787XonnO8OEc37Iy9WpDeTm/x1dfzdf19bR2vPBCG3HXCvc0/OJQV1eHtZvXYvX+1fBJ9kFc17gOCbIGDRo0/NphaDHDVNfo8qbnfxctnYJROvYaXPmnSQg8mQe92QK92YKg0CAkXJEA/27+WH5rX8zoGob9h/ahrrhYKo5KlJZySVqgpoZE0mZTN4ZQ4rvvSNjq67nMryTIkyd7Vq4FYmLUtga7ncRH5DHff797g4eSEpLgxYsZd9atG8nrwoW8ji5d5GRi82bm9X76KQmZUnDbtKn9XNyCAnqWlSplqEs9jE4nCfakSdJXPHAgSdygQVRAO3eWBFmpYO7fT5XUFcuW8To//5wRed26kXiK+LSAAKr4QUFUz7/4goVyEyfys9pad6XYFZ9/TrvLrl18/eqr/N2nz/mjBZUQKnNNDX3bolgT4OuwMKZ4APxeffklJ0L/+Q+V5yNH1CsOAsJOU1vL70NkJN/Pz+ckZ80aWiY++4yq8owZtKj06yeLFT//XHqXBQIDZUTdxx/zOxsTw+sC+B26ANCU5A6gKck/HFarFVnHspB2PA3e0d4Ijw7/wd3yLkdl6HKDNsYXH9oYXxpcruOsN1vQKSMLTZ1j0RLPpeCkuWtQ8CA75vnnl8CnrApnh/ZDQE4hojftRV3vrjB3CkLooROoufIK1F/Rpe14dpsdTUdPQ19Uj+D+QzEgoRuijxyBfsAAFu+JgjxBSnJzqeT16kWVNiGBpKW5mQrwoEFtx05duxajfHyo0s2eLb3JmZkkmImJXEbX6djAAyCZtVrV/tiKCm53110dD05eHtU/T13Szpzh9Q0fTuLfrRvfb2risv+zz5L09+lDkini2hwOz55qgdmzmeQg0hycThLtXr241D98OCcNr7/uef/162mNAKgSx8VxiV9J5nJyaBkID1cX0C1bhtTAQIwSSq3A2rUcW2UhnyesWEHVWyirNhvvV6ni2my0hpSXs5mIgKv3WrTd3r+fpDUlhaqt0Uji2bMnt7v/fo6HycTxGTKE+4rJF0ALSXExxyJcsWoCkEiHhMg22CLyzWTiioFez8lJYaFU77t14315WiGYO1cmu+zcyfFQKu+FhVpbag2/DBQWFmLh6oVIK0xDdJ9oRMREaO2kNWjQoEGB6E1pCD10AqGZ2W3vFY6Xvtjm+CjU9meUWGOXeOQ8eTcqr70S9Vd0gcFsVRFkADAYDQhLikWyjx3VjmKc/uBtLDHXItthh9VspiInCDJAVbZXLyqTgkyUlnLJW9kIAqC6GRBAW4PokgaQUMbE0CYxbJgkyACJrLKLH0D/sysRBKiapqVR4V25kkTJNQZtxQoqoYmJJHn+/urr9PdnWsLMmbReGI20bLz0EicITz6pPt6CBSRgAldeKb3Y331HRbOigsrnvffyPgVBXrTIPbpOEGSAk5KwMPcEilOnqLC6tqC++24SP3E9ohnIuHE8zvTp7mOmRPfu6gmF0UhFNydHRqIZjXxeSoIMSIK8cCEnIPPnU9Xt1Yv34eXFMT94UE34FyyQdpIhQ0joc3PV29TWkmAfPEgyrhRFBw/mREHECKan87uo10sS7OXFaxg0SE6Gvv1WepMXLeLxAfq/RSFr165qgmy3Sy/4z4RGkjX8ZDQ0NGBj6kasSFsBfawe8SnxMJq0piAaNGjQ4IqSW0fg1PMPwlTbAJ2F/k2HD0maT/lZ6K02Jlw4HEj593z4Fp4jAzodch/3rMQaG5tgam5FhL8PEpobEWwtQ+NfXsDuF57Bgf590djY6L7TU0+RpH72GZf5b7uNhAOQLa51OhLh5GQW3gmYzVz69pSo0bu3XI4X0Ok8+2pNJirSe/aQbMfH85iiKG7SJBbKCSK4fDktCoIsAVS1N28moc3K4vUGB7O18sMPS1VVWBuUdo/KSiqe33/P1/fdR8Xy+uvZpMQV111H4gWoiXpGBs/77LMkb0rfNMDUhSeeUE9WAPqkKyrkta1Zw/MDnFiIc7miqoqTgmPHqL4r0a8fixWnTOHrxkaSZqXtID+f5NFq5T0nJvI70KULifzJk/I6rrpKHQtYUUFLh+j6OG6cu0e5WzeeMyGBE6bGRkmUJ0+m+i86Mb78MgsZn3+e9+SKL76QEX7i+3bnnbIgT1gtnE7+HDggj20wuI/5T4RGkjX8aNjtdhw5egTz1sxDgb0ACX0TEBD8EwoMNGjQoOE3gLD0LPjnFiLg9BmU3jAETi9Z4OVbXAG/vGIYmpoBAAHZBfCprIHTZET0ht2q44QekL7XxAXrEHiyAOZOwXAaDCi5dQSQHIeqVx5CuLcVWXm7cODFp5C6aS0qRRMGgYgIqnVeXiQ+wtM8dSqVRZ2OCRfLl5NkCdLm7c2iLptNkqUfgpIStT/W25vq79ixtC1MnsxjCr/z669z+7/9jcv5N95IxVKZSNG/v1S7Bw+WhWNPPKEm8Xv3SnVVoFMn7iMK/7y8eOy4OBLJL76Q25rNPMfKlSTIzz4rPxs8mJ3wtm2TBWSuqKhwP7+vL8mesHp88AHV1JISnkOZXjFnjiSu4eFMFRk/3t1XPmIESbvY95NP+AzFJGfPHh4/Nlat2itj9erq5Lmioqge19bSstHaSmuOxcJnlZ1Nwi0UW2HdFc9Ip5PZxrt3U+UPDlZHzMXFccXjscfcxy0ykvGESruLpyLEzp15T8nJalVb2R78Z0AjyRp+FMrKyrBo9SLsOL0D4b3CERUfpVkrNGjQoKED2Px84F9UAf+8YoQeOd32vqHFjKT5a2Gqb4TlXHOlxp7JOPWH+xCaeVJlsUieuRwx63cjcts+wG7HmftvhiUiFI0pSbCGBKL6qt4wR4XBHBGK3OcfQFxkKKKNVuQaS7EodRGWrV2G/Px82IVnd8gQko5hw+jntFj4evVqEqWRI5kjHBlJhVEgK4tKr48P91Gqu66wWknWcnMZWZeRof48Lg548EFaAJxO2giE8tizJ88TGspoMZ2ORFV07wP4nrBMhIdTXV26lGRfFN/dfTev1enkZwCVxooKnm/KFE4C/Px4vMpKNZEzGKiM3n8/1ffPPmu/mE40P1m3Tk4iTp3iGK1axWxhZQzbmjUkwUJBr67mPX70kdzGbvdcmOkpM/q116gKA2znffXVVIszM6k+DxtG0urp/+xJk6hGz5zJsfv6a5L4fftoyUlM5KSmuJiqbffuTMDo2ZOFc3PnUsnu0UP6mAE+++xsKtYOh9ryAvDe164loS8r4/lPnuT99epF7/isWfJ57tzJZ5edrT7OunXc1tPqyc+AVrjXAbTCPYnm5mZkHMxAVnEWQhJDEBQadMGOfbkW4lxO0Mb44kMb40uDX9M4C9tF/7c+QcGDt6Jm4BXtbhtw+gyMza2wBvqjKTnO7XO92QI4nW0WDu/ys4BeD3MEyXdbhJzdH7esTkWITg/T739PInXgANXBzp2BnByk1tdjVEiIexOO9HQqi5mZ9Px++CHf/+c/5TZOJ7cJDeXfx46RIAYH04/617+qiwEF9uzhkr/TqW6NDFANzs1loZYSBQUk3tdcQ5VTFIV5wpIlJFquxwCoZt5xh8x9dsXJkzyPweC+f0YGzz1ypHyvspLk3WiUavXhw1SPz9kA3PhFTg4nIL168T6mTeMYf/+952t2hWiokp6uVrVXr6Zton9/qcTOmsWVhMHs+oisLBJc0ZRj/nxOFCIjZYReRx0ZAT6L9HSp4H72GVXs3Fye9447SOQ//5xFkUo/u9MJvPkm1eutW9UpFStXcgI0eDDHs6iI36W0NBk3CNBf75KAcSEi4DSS3AE0ksx20iezT2LX4V1whjoRGR8JfXudk37qOX5F/+n9UqGN8cWHNsaXBpfVONvt8D9TBlNDE/RmC1ojOyEouwBlY0g+e/3fNyi+dQTCMrKQ+8Td7XcmA+RydjvbBJ7Mg95iQ11fd6IYlpaJs0P7I+Tgcdjrm5AbHIS+i1Jhfe3P6NWzD0KUXtqdO5FaXIxRAwZQFRSYPJkk8r773AvRBEpLeZ3p6fSHPv88sHGjbNt8PpSXkyhNnkxLgr8/yVFuLgmRa2c5gcpKkrnaWvqbg4LcCwHz8qjuCmLoCpH6UFQE/PnPJHKiI5/NRttHRARJ3sSJnsdgzhz6bAHaIQwG2ZI5N5ck8dzr1DVrMEq0xgZIhpUpIPX1vI6XXlIrs6dPc2zi3CdKABjPdt11TKvo0YNjU1nJ4sAbb+Tzsdl4HZ7Gs7mZBLRbN46p1crkEMBz9nJhIdVy1059Fgvv32qlgiwmC0pUVHDiJNpNf/kl7TLKvOnycj6bN95gVKDr5Kq1VdqBXJ6JlpOs4aKisrISy9Yuw5YTWxDSIwTRidEXnCBr0KBBw68VepsdPuVVqO3XHdWD+6A5KRY2H2+EpWcBej2OvfkUdABqrrzCM/l1OhH3/RYEnsxD9MY9CM46rfrYt6gchhamLkTszvRIkAHAFsiakdh1u6ALC0HEgO4oeucxHK0/irnr5mLtlrUoLS2F0+kkEfTxIVkUKQVWK5XExx+nr/XgQRKfKVNIhhobSc5Wr+Z93HUXCaePD8mqa5c6VyxeTPK2ahVV6tdeo7e1pYW+6EGD3AldcTGJaHU1sH077QA2G5XdnBz3c4SGymQFgMfeu5fL94BMfYiPp7I8cCA/a2riOXbuZFHgH/6gJmMibQGQftzCQl7Lpk3ysy5dSEznzWPHPS8vNbF0jckLCiIhVxJkgPuZTOqOeEpcdx1/e3uTpCYnU1l+4w3aaq68khMFTwQ5NZW2mEGD6PM9dYrFmIKEvviiJMhOJy0SMTEcK6ESL1vGZzBpEs/v40OCLGwmaWk87vHj/M7k5kobzgMPuDdkMZnoPTcYZMtqgbo6Jl7k5MiivW3b3G09PwOaktwBfqtKcmtrK/Zn7seh/EMIjA9EaHjo+Xf6GbislKHLFNoYX3xoY3xpcDmPs1dNPTrtO4rykVepivc6QvS6XWiNCkNz51hYXGxuIYezEXQsB+Wjh8DY0ISQYzkovn0UCYxOB1NdI6yKourwXYcQsWM/jv/lSXRKPwKdw4mqIX1RU1mDpoomdDJ1wqBeg1BcVCz/78vMJPl99VUSnn/+k8TrqqvoSz11iorg8OEsOvO0LP/JJ7yml192/2z1aloyXn+dxPXYMVVmc7uor6c6nJPDmLkgFwug2UzSd9NNJPGzZ1PRFgkX//438Mc/kuR/8QUJICCLEhculOrnnXeSUHfr5k5aZ8zg5EGJhgaSxpAQ3rcyGu5c7m8bv6iqov/3L38hGa2vl81OPvpIdpBbuZLjLdT9RYtobbDbqfDedBPP1VHG8qefAs88I33cQNt3pQ1CzVfi0CHuc8UVcowOHOBE5e67aZEYMICq7smTtIvU1EgF+sQJbms08jhlZZwUlJdzdcJV9XdFTQ3tMk89Ja+nqorWFL2+3RbUmpKs4YLC6XTidM5pzFs1D1k1WYjrG3fRCbIGDRo0/BZgaDGj1//7GmVjr4FXTb3qs+CjOfA7UwpjQxM7850Tr4JO5KE1Ogy1V/Z0I8g+pZWo65kMndMJc2QnmMNCYDcaEXzkFMIyjsLY0ITwNHZAC0vLBAD4nynByVcnAgAidhxEzPrd0Ol06BTZCYNLi+BvL8O6/etgLymhUjlvHouqJk6kRxagp/jBB2X74LIyEsgjR5iG4AkvveROkNetoxf2iisYQwfwvqdMoQL74YfqIjdXBAXRZztunDtBBqhe79nDvwMCGAunLPoDaC1oapIEGWABmkjxeOopEr7mZqqTp9VKftsxXBEYSOJ28iQJnbJLoV7PMRMFj0eOAI8+yr8rK2lVEUkgNpskkLffrra/CO+vwUDvuMlEpVUpfObm0gIj8MILaoIMyMg4UXS4fbvsuigKFJOT1S2hbTaZiVxQwHv19ydxT0qiFUQQZIAq+qBBfD8tjX8vXEifdl0dz/XKK7z3tDReS1MTCxsBTgSUxxswgP75FSvc86svMDSSrAEAUF1djRUbVmB95nr4d/FHbHIsDO20TdWgQYMGDT8Odl9vHPqALYPD07NUnyUuXAdDixl6mx0x63a0tbBu6JqA+l5dAQBe1XWqffyKymFsbkXRnaPR5Ztl6PP+f+BXVoW6vimwBvghaf46lN40DABg8/NF8qzlKHjgFjjOKdgn/zQRWX+XcWZlY68BenWFyc8ER0QEyc4DD1DhjI9Xd2lTor6eKrPwpYoufp4waxbw9tskjvX1JIALFkil1c+PymxpKSPNxDlFfrMS33xDounawEOgpAT4n//hvh9/TCJtt8t20n/8I88nEi8EJk5Ut60eOZJj8e67kswrMWgQz+MJ/fuzyOzwYd6vQGSkjKm7/npZcBYdTe/1pk1U2F97jdc3e7b6uCdO0JoiEB/PKL/gYDZGqajg+8pGHQCVddfVfBH5JmL3oqJkq2zRkCU4WG0x8fHhMx47liS3UydG53Xvru4sKODlRbuK3c7JUkICc7B796aSbDJxolBby79ff53PtV8/7u/vz3v++GN5zG7dqNRfZJ6ikeTfOCwWC9L3pWP+hvmo8a1BYu9E+Pq384+OBg0aNGj42WiJDIVvURmMjc1Inr0CeQ/fjoYenWEJDYIlNBgOLxPil22G02SEw8sEnc2OiF0HVccIOp4Lr9p62P18UHV1X1hCgtAcHwW/ghI0x0ei+LYRbdvW9euO8lGDkTJt7nmvLe7QcehaWrh0LghUR+hKEo/x40nW/vd/ufzuCcOGsRiuXz8WABoMfK9zZ35eUECi9Mgj6gK7adNIkpSe4iee8Kwgr11LhVoQWqORavCpU0xv6NuXJPTQIZLxq66ih7g9FdxmI0EGaNtQZigD9O7++c+e93U4aAlITqZCKzB3rmwk4nDwOj7/nK/1evqe9++nH9vbm+N1UPH8e/ZUE/bERNotamuBe+6hrxzguCqtEyK3WOA//+FkRNzTkiUk/QcOAFu2uPvkv/5a5lHfdReJar9+PEf37jIdwxVVVbxepRJeX08LBkB7yqxZvC9htdHrpQdZp+Mzdf0+TpjAYyjVcoHnn/d8LT8SGkn+jcLpdCI/Px/zVszDgYoDiO0bi7CoduJvNGjQoEHDBUH4nkz4VNbA62wdwtKPIO/h2+BXXN72edmNw2D380HpzdfyDacTTqMBxbePgqGZTSniVqai4tqB0JutCEvLRH2fbqi6ZgDKRw1mcWBQAFpjItBl+jIAQPTGPfAuPwun3l118yk/C52VSm3QiTzonIDT15dFVa5d3VwxYwbJUWYmrQheXrQoKLv0KSEKubZs4euUFHV0WkkJlV5BxARefpmEWKiZNhvV1S+/dM/FHTdOvTQPkLyJeLjJk+lhHjCAx+vUSeYgCwibR0kJLQTNzSxImzVLWiMEEhOpen73HYm86HB3+rRsLx0drSa1Dz8sO8bt2cP9unal0rptGxXyd96hF/q667jt2bPu46m0o9hsJP6rV/P+lM1GXNuOCzzzDK//2nPftfHjScoHDnRPq1i/nvegLKxbu5bfEeV1NDSQ0CqxfTvfF93xli3jmIqJUGQkJ0vCz56erp5oLVgA/P3vXLHIy6OXWSAhgUq3K4Q96GdCI8m/QdTV1WHt5rVYvX81fJJ9ENc1DgajZq3QoEGDhosJY30jvMvPouS2kajr3wPlo4fAp7IGFaMGw7v8LIwN0rtq96V3NGnBOhiaW9Fl5nIkz1oOACgfeRUsEaEIzTzZllxRcf1gOE3qAqjcJ+/mZyMGoebqvjj93P1whX9eMYxNLQjbcwhN8VEouvIK6BoaSIa6diVZfuklbmyz0eYgcNddVPyamiSJa2ggAdq/n0SnuJjeZoC2g8BAWVxmtaoJVc+eJEDr1jH94NNP5WexsVyaFz7d22+nrWD6dBLZOXNIag8dokdaCeWSvNI2EhQkC/kAFogdOqS2eQwbBvzf/7FA7Y9/bN/eMXQoye2QISw+PHwYePppz9sqMXw47Rw33kg1OSFBtvLW6XiNkZEkvs3NasVbeS8JCfTn9uxJu4LwT69Z07G3OyZGTiqmT1cTUCUOHJCJGOJ4iYlUq12tOK4+4fHj+dz37CEBvvtuFmkqifzNN9PmMnky1f78fH5vGhs5MQkMpPXE4SBhF4iN9Rwvd4GgkeTfEKxWKw5mHsS8dfNQZihDQu8E+AVcvC+XBg0aNGiQcHh7tTUMSfpuFYyNzei0j/FoXmdr0WXGcrd9CiaMg93PB7mP3YnmJKqPdh9v2AL9cea+m1DXu2u75zPWNyJ+2WY4vD208wWbmdT26w6H0YCQw6faGpHA6SRx2rKFSqboAGc0AvfeKw8gvLtbtsjkg549uUzu7U2/bVycbIZx110k3zExLKxrbKSnVWDFChLuYcOoUr7wAt/fv5/L84cOSeU5NJQ2iHvv5TnGjKGNoVcvqsSeUFPj/l5+vrRTmExqwpWYSALbHkQ02uzZLE4bNozbZ2e7d8RrDw6H9Ek//zyP46n9MsBrGzuWBX6LFrl/fsMN0lYintMtt/D+7r9f3R1x8mR3JfrPf/acv/zeexwLkactSPHu3e6WjMBAXsObb7p7qYcNYxrJ5Mm0oHTrpt4PoCe8pYWJIbfeygnD7Nm0ggwYwImba5ObqVPVXRD37pVWjp8JjST/RlBUVISFqxci7UwaIntFIiI2QmsnrUGDBg2XAML2EJZ+BL5F5YDTCZ1OB1uAH0pupXe4oVdXZL/4YNs+OpsdwUdOIWLHAQBAp4wsNMdHAXY7Uj5bgIjt+wEAybNXtnXu8ymtVJ1Xb7HC5u+LwJN5iF25DSGZJxFySCY8+BWVI2HxRsSu2YHGlCT4naG30xkURNVWeFuVxV+efMBvv00yIxREh0MWj3lCczM9zxYLFVeBRx+lEr16NZf7m5rol129mkpmZiY9z2lp7AqXk0NSN2wYVUc/Py7LiwQHVyuGKNKrr6cfd+JEEmNBaAMCZGqHJ5SV8R4jRh9aAAAgAElEQVRzc0mQP/uMv3Nz1WPkmnnseu9K6PW0VXjChx/Sz6skt5068bl4StowGNSeYyXmz+e+kyfTu/zss5LsHjtGL/Pcdjzrb78tm6QooWxCIzBtGo/v78/xFaiooHd41Cie199fKubK1YTqajmZEd+1+fM5WRMtt7t04fdEjMHVV6snJZ07y8LInwmNJP/K0djYiI2pG/H97u+hj9Ujvns8TD8wn1ODBg0aNPw8BOQUIu/ROwAAVdcMgG9ZJWJX70D+Q7eqtgvfkwmfsir45xXDq6YevsXlMDa1oPK6gQCA6sF9YKpvhM7hRNHdo+E8Z5HLm3h7W+ZyyNGcNsIMAJbwUJTdOAwNPZJR27879M2tCMk8ieiNjEZr6hKP+h6d4VVTD0NTM1qVdSk6HYmGp6IoT3jnHaYnOJ3cp6GBJPW++9QRaACTGTp3ph1DSaQA+k4nTpSe4Wef5bGvuYbHGjOG1obRo6X6uGYN7QpmM8m0wHffsZNdURFfP/kkCdzChfRODx/OJhs1NTItQ2DfPnppS0okeczO5v55eTzXCy+QmIp0i7w8Kp6AjFSbP5/n37OHJPvdd90TJrZsoRdZOWEA2PjDx4equpiA7NhBcvjmm3K7bdt4XYWFVHxbW+Vnwj4hRLHXXuP1isJBgOr7iBEshOsIdrt6fEUM3fTpMnru+ef5zN5+W72viNsTXmyA4z59unw+AFciurqsjqxZ09bOGwBV48ZG+b0KD1d7pUNDPa8a/ARozUQ6wOXcTMRut+PYiWPYk7UH+nA9IuMif7HK8eXcHOBygTbGFx/aGF8aXG7j3Ckji5aGdiwPAsb6Rtj9fOFXVA7LuQYgpvpGmMNDYT+XODT0kbeQ9eZTaOxFRc27sgbhO/fDYLHhzP3tJAv8QARnnUZrVBhya5rR1acrxo4dy5bSPXqQeH37LYnookUkmK4d22w2Eq/0dC71m820DXzxhXsrYYHaWqlGTpsmj2u3U/UVJEwgI4MqYphLkfmxYyR6zc1MyBDWD4DXceYMSVZwMIlVYSEL+dLSWPw3ZAgV6cREFq0JuDbaAGT7alds2UKS66lhCkACHRPTNm5t/GL2bBLp99/neHjiHG+8Qc/x739P9d1iUSulBw7Qpzt6NK0pdjsJ/NKlfCYmE+0WSuV3xgzgjjtI6idO5HV11HIb4DNOT6dyr4TyOQLcJiNDWjc6UtYF6utp69DpaLM4coQJJsID3tTEsVJ+l6ZM4Xi7xtyde2a6UaN+djMRjSR3gMuVJJeVlSE1PRXVzmpEJUfB6zz/OP+3cbn9p3c5Qhvjiw9tjC8Nfu3jHLN+N5riI6G3WBGQWwSfyhqcfvY+AICxrgF+hWWo75MCncWKTgeOISC/BLW9u7W1pA7bewQ2P5+218bGZoSlZ6F89NUdnldntaH/W59g6z3jEBM7kCT5ySdlQsMPQU0NMHMmSayrQtwR7r+fRPHDDyUBFQV/v/+9VIyPH2fcmJIgHjlCInjTTfI9u51qdnw81dsPPmCx4OOPU4HMyeHrXbvomwaAt96iSi1aSysbefwQlJTwOl07Di5bRpV2506mQ5wrIkxdtw6jRGRabS2LGIW9xRUHDtC/K+wH//kPiwI7Er6qqujxfuIJ+d6mTbw/5X5Wq3sr6J+DTZuoDIu24t27cyzffhv4179YeDh8uLrF9Oef8/kdOkTi/kPGfepUKtZK//bOnZzwGI1Aayt0fn5axz0NEs3Nzdi2axuWbF8Ce6QdCT0TfvEEWYMGDRp+c3A6AYcDXWZ83/ZWzNqd8C2pRG2fbmiNjURDShJMTS3IeeLutm1swYEIOZbL7TfuQUP3ziiYMA7NCbIt79khfdsIMgDY/H1R04+vk2evgM5qoy/abkeXb5a1bWdqaMKhSX9CcydFnNb06VRnXSPZ2kNoKDunieIrZYTcrl2MPissdN9v2jQSN6VCGxfH1ytXktjOmkVFWFmQdewYj3f4MEl2UxPfa25mYSDA+LUpU0j4S0vpae7fn0RKmSH8/vuSIANM9FD6qs83BrGxkiA3N8uuedddR9tHQAAbswhYLLLwLyTEnSAXFUkLw8CB3D8/n4rrM890TJABWhCUBPn770lCXfc7H0GeNEmdQiFQVcXnMnUq70XghhuAxx6j8i383WYzVyEAWmaUBBng5CooiH7qHzoxeeEFetQFHA5G6RmNvEfXlY6fCI0k/wrgcDhw4uQJzF01FyebTiK+bzyCQj0UV2jQoEGDhkuLc0QnILcIkVszkDhvLQb8+SNAr0fu43IZunTctdBbrGiNCoMlNAhOowFOg6HNbwwAvkXlqOlP4lE98Iq2ttPRm9MAAPFLN6taXgcfOYWw9Cx41TYgcts+5E28A06TEQH5JTBYbCiYMK4tezlqazoS5691v/79+6kOKn2uSmJksQCffEJFd/16+nj/3/8jSVaSTL2eZDEhgcT3k09ItCoqaOtQ4ssvWcy1ahXtBytWsKjvppuYtFFaSmLs78/0hj59SIbtdl7Pl19yW4uFDTkEFi0icayoIHHu1YvvT5kiG1WsXk0i+re/qX2wc+YwiWPnTtnuGmCTj82b1ddvsfDa33mHZPWll5gJLEhyejrHQxlNV1rKsRY4cECOeWEh22Rv2ULvtKfMZIDEOiODf0+ezPMIoj1unHv2sTiP8ryAOkJPr2eahhKFhbznykpeV2UlVf+WFn4P1qyREwCAz2n0aE40li1TN08B+AzDw9WtrwF18omyAYuA8GlbrfSTX3mlnARcIHupZrfoAJeD3aKyshLb07ejzFqGqM5R8Pb1Pv9OvzD82pdPfwnQxvjiQxvjS4PLaZyNjc2IXbMDZ+67SfWezc8H0OsRlp6F+h6dEbHzAIx1jTDVNeDMfTcjasd+FN3lTmiMjc3Qmy2whHlIFQBgaGxGzOa9KLrzeoTvOghLWAjqe7q3CQ7fk4nG5DiY6thkoqEHt9FZbSjKK0dX7y4YK5Q/gGSrRw/ZtMFup1o6dy7tEAcPkqCIz8rLqazOnUuSGxtLldfLiwV98+fTW6rTkfAdOqRWcS0W7ltdzUI+JRoaqNhOn07lsX9/+ZnZTCuCiI4DSOiUWcjV1SSbDQ20X2Rm8nqXLOF+4eEkx3o9lVKjsWNVcvlykv0JE9Re3kOHaDMYOFDtmT0HFb+w2Wg1efhhzxFsVVUcuyNHaFVQ4sQJnjchgTaS996j33jZMpLHe+91P/+RIyyQA2hFeeQRNUHdsYMKuCcsXMjJRW4urRFKVFaSYB8+zGerLC4UKCwkKS8ro10CIPHfsYNWicZGriA4HLTuKNXw9lBSIjsyrllD9TspCTqdTvMkX0z8kklya2sr9mfux6H8QwiMD0RoeOj5d/qF4nL6T+9yhTbGFx/aGF8aXM7j3GX6srYGH3A64VNWBXNYCJxeJujNFgSeLkRd764wtJjhW1KB1rAQxK3biYIJ437wOQwt5rZGJP55xfApP4uzQ/upthFFgiIho+v0pch5cjyiNqchR++FyMBuGFNTQ9ImCrKWLCEpTUqi8qokr1u20Lpw5gwL4k6cUHeYA5jAEBenzsYFSBDXr2exlitef51tjxsb2y/++znIzSWZFfFholBv2TI2tJg7l7nMyq6AS5YwXUNJZs+coYVAr6dvOjeXanN5OQsXDQZOEvz82hTONn7x6acknWPGkOQmJrpbIL78kmRb2apbICODyv6IESxq7NOHRPGOO9wLHAW2buW9BgZysuBJYRaYNo1WFR8ftTq7ezcnEAMGsFjy6FEW6J09y2OKVuPt4bPP2KJ8yxbadIqLOREQrbUdDjkODofHiUaHKCuDLiZG8yT/1uB0OnE65zTmrZqHrJosxPWNu6wJsgYNGjT8ViAIsk9pJfq9/SmsIUFwepmgs9rg8PZqawxi9/VG529XwqeiGmYX1Thy2z4EnD6DoBN5CN91EEnz18E/rwixq7a17WtobkXyzOWweXuh5sqeqv29y88iatt+wOFAZCqX5nOeJEksHzMUdXFRcERGMrtXxH0tXUqlWDTWUBLkujqSrN69uaTfrRsJcm2tuh1yXp7nXF2jUSrUmzap/a/XXcfmGU89Jd9rbZXWiPbw5Zfu7+3d657d3KWLJMhpaSze27uXanK3brRLCIJss5Gom80y63jSJB4zKEiSOIOBhP+994CvvpKWijlz1A0vhMf51lvpNQaoiLa28vhOJ8/5xhskx3l5JO/CarFxIxXh1FTGyg0bRmK/cCGbt1gs6vsVkXTHjtEWMXo0j3vNNe2P46efUon29aWqO2cOY/DS0kiY6+pomwgKkgkWM2a4E+ScHF67EjfcwGsdPZrfrdtu43slJSTcwtKSk0PrihKbN8u4PmVDFIeD45GR4W6B+YnQlOQO8EtTkqurq7EzYyfONJ5BZHIkfP3baY95meFyVoYuF2hjfPGhjfGlweU8ziolWYHOc1aj4P6b25RdY0MTojeloejuMW7b/hDoW80IzC5gAZ8Hb2bowRNwGPWwhAahJV4W/XWZvgyng4PhN+gmjA0Kco/68oQZM9giOjxc/X5mJv29zz770xo72O20Arz6qmwOAlB1Liqiurl6NY8tiN5HH9Ej29REAhcbS5K6bh0Vy+efp1LrdJIADhwIXHstiec997Cob9AgaZuYMYOThZYW/tTU8JhxcSRkX31FBffwYZJEb2/6rY8cof/4xAnpexb47jvg4YeRunQpRvXvz0nBiBHqwr3vv+c9hYbS411dTRV6xAiqvzodCxnHjWNm8ldfsfAwJkYe4/RpXldJCe/bExYsIAl96y33z2w2xqtNnuxuNxG8MTeX1yKafCjR3PzT2kV7it3LyeF9BAfTz9yvH8dLWeRnNtOC89xzbW9dCLvF5fkvzW8MFosFGfszsGDDAlT7ViOpT9KvhiBr0KBBw68deosVEdv2o/x6D8vlAPStljaC3Pv9rxF0Mt+NIJtq6uGfW8RUinOpGPpWMzrPWe12PIePN+r6dUdk6j6YFIV8AjX9UlDXuxuCj+W2ddnrMnM5cp+8G9237oWuoUHd9MEVVVVMsHjnHZLOdev4vlJ069+f5Oundj6zWEgKz5xRv69sEx0ayoI9gVdeISkOCqLtQSi+N99Mwi18tzodExiWLWP+s81GBXLECNlKubKSnmVvby775+dT6TYa+ffSpfRjNzSQMP/tb9wnL48EThSouaJrV27fqRP/vuce92SLu+6SyRs6Hc932228L0EgH32U3un0dFo6lAQZoBIeGMj2z0oon9H99/MZnTihTu8QMXnTpvHHFTodf3bulIkeroLr2rXAv//NcVXCbHbvhCiwYwctKrNnq4sFc3L4u29fTlB27ZLHWLeORZ7e3iqCfKGgkeRfMJxOJwoKCjB/1XwcqDiAmL4xCItqx2OkQYMGDRp+kQjOOgVLSCCaEqPZotrpbIuBi9qSjsaURAScIhk8+pcnUO1ikVDBYGhLxXD4eLt17hPQW6zwO1OK0HMd9gQZBoCYjWmA0wnfsiqYIzrBq6oG+ffdiITFG7DjuQfgDAlxXzJXEr7wcCqZ119PcvXww/Sl/s//qO0SpaVcohdwOoENG6i0igi0tDQSPVds2ECC17WrOm2he3cWmgFUul1JoMCNN7pnFisRFESVe/x42SUPkJaKLVtInmfOJGE7eJCK+dGjHJt77+X2BgPff/ddkt0XX2SGcb9+6mJEgcbG9uPkJk2SnmaA529tpeVCYP9+jo3AM8+oEzy++ooq+qRJLIRT5kcDfG5VVfy7qkren7imykoW3O3bx0mBp8YpAIn+hAlSzd2+ndeWmspnO2YMvxeujUny82Ub6uPH1ffSvTsnPoGBtK9Mnsz76NuXz0Sno+e6Vy+ZdHHzzSxCbGw8vw3nJ0Ajyb9Q1NXVYd2WdViZsRLeSd6I7RILg9Fw/h01aNCgQcMvCjUDe8Fgs+GKSbOQ++Td6PLN9wjJPAno9WjoloCKEYPQ2DWeLaX1ehjMJCyB2QUI3X8MAGANDYI1NAjxS9VeS53FisSF69F96lwEnshte98/pxBnh/RDxajBKBt7DVpiI2FoaoF/fgnsXiZ4V9VC32KGV1UN/IorkLhkM4pvGwmHsmistZVKK8DINmUurU5HkiwaYiQlkSQPGCC3iYkBHnpIvt62jaQ5IYFEbP9++mK7daPHVhlFduedMn5s5UoSP9E9b8UKWi7O13r43/9mEZvITHbFxo0k6a4KpLc3VVajkYTYYODEoEcPkl+Br77itQcEyM5wU6cCd9+tjncTvtn589kNUNhH7r9fElaAhYphYbQpfPQRfwuPskBoKL3G775LNbu0lIWE+/ZxjJ5+mgTy8cc5ERAk1mLhODz2mLTGhIfz9XXX8VwnT7Io8513eG35+Sxe/PZb2jcAWhpqaugn/uwzXsOaNZwgDBzI6zMYgMWL+eyUudYAx3DoUP7dsyfHd8UKvo6K4tiMGUOl3WDgmIhjnz7N74LBoLaxnDlDH/LGjfRcnz1Lq8wFgEaSf2GwWq04mHkQ89bNQ6m+FIl9EuEX8BN8PRo0aNCg4ReD0EMncPzNJwEAFSMHwdTQhMDsAjQnxqDL9KVI+WIhojfvhbGhCZ3nrIKxsRmtEaEIys4HAHhV18HY0ITW6DDoW2Xzhs7z1qD41hEouO9GNKRIK0L43sOwBZC4GVrM8C2tRMiRU2iN7ITafikIT89C9eDeMFisqO3fA/mP3AaHj0uEqI+PjPn65z9lbJiAq3J3vmxaLy+SsJAQRp7V15PwHDlCktPYSCItcPo01ef33iPBKyqSKm59PclQWRkV18OH3c/3xz9SUVYSqocekqr4nj3tK9ECt97K+378cdouBMG02+WS//HjcvsXX6SXNyyMJLG5WaqxEyaoG2ksWMBCuN27+bqiQqZ4iE5y99yj9vZ6e/O+H36YKnjXrrSRBAXx+o4e5W+DgcVrNhv3W7yYtgolXJ/fiROctAi/7w038D7Hj5e+4yefJBGeMIH2ln79+Do2lg1Uysp47qee4gTirrsY8SagLLT75BOS4blzqWi/+y7fF7YSPz8Zwxcayud19Kh6vFNTeW3XXMPxDgri2D/+uKen+aOhkeRfEIqLi7Fw9UKknUlDZK9IRMRGQHeBArE1aNCgQcN/BzqrDYbGZvgWV8BY34ikhevR0L0zGrqT1OY+OR6nnpuA0nHXAgDKr78avsXlCDmag4IHbgEAdNp3FAG5xTDV1CPo2Om2Y+c9eifs/r4wR4e3qZd6ixWN3ZJgbGxCv7enIv77zTCHhSDwVAESlmxC/LKtqBrSB8HHctHpwHEY6xvhVVWDuBVb3S9eJE9kZ1OpE22qHQ6qpj8GdXUkSdOnk7QJL+7IkfTGms3Sw7x+Pc8dHc39hg0jIRTo1YtL+Tk5vJaGBiqa+/aRcAmFVnRgExg0SPp9//MfemddkZentgF89pn7NgYDieo52wycTjZRAaja1tWRdFZVcQIgPhOwWqnCDhsmCyQjI2kvKC8nwfcEg4GqvXIsli7lfRYUcFy7dSOpjImRec8xMSTc4r4tFuDjj9WJIi0t0p6xdy9V/9GjOc4ivcNmk+qw1UpV2WBgsWH37lTVbTauOogmMTqdnFAo7Rsvv8xJx7ffUtH++9/V9/r739NvLY7xyCMsiLxLNuFBQAB/HzpEwl5W5nncfiJ+RGNyDRcLjY2NSNufhhPlJxDWOQzxwfHn30mDBg0aNFwWcJqMKJgwDqbaejiNBpx84UEYmthNze9MKfzPlKHyWjbjsAX6ozHQH8FZp2FRdE71zy9BzlPjf1BerFOvR0tUGBpTEnH4vRfb3s9/5HYAQPj2ffCuqMGZe8fC4ePdlpNcfPsomDJzoTcrOp1lZJA8jRhBq4BAbm77WbgZGVQgxbK6wLhx/AGohoaFkVBNm0bCpGxgIsiaw0GCKVoW33UXbRnV1SSmMTFUXUNCqMSKZfnt22W8G0CVc88eKr3ffENF1NfXMxlNTCSRnjOHcWqeVMm6Oi7919QAf/oT3wsKAn73O+Af/+Axli8nYY2JkQkRX3/NokeTicV4kydL4lhZSaV52jQmdAwZorZtAJw0KEmiyEQWtgol0RQKuo8Pie5XX5FURkVxzESUX0kJY9bq6nhdpaUk0v/8JycLAwdy0vLqq0zRGD6cBXSbN5Osp6RQbf/PfzimZrM6e7mujt+H7Gw2ExkzhpOB11/n5yYT34+IkON0+DBJb3ueaIDfDbESMHQoizOvvprfA2W3xJ8BTUn+L8JutyPrWBbmrp6LfFs+EvslIiA44L99WRo0aNCg4QLDHBUGncOJwBO5sAX6Izyd9oDm+CicHdzbbfuG7kkI23uEPmUA9b26wlTbAEOLGXqL1WNqhaHFjIGvToLTaEDUdsat6qw2BOQUtm3jXVaFTpnZsHQKRuyanQBkTrKprhEJB47CaTSSFAFcfh8xgn8XFEhf8tq1kvCKZfvTp5mb26MHSW1HCAsjcXr/fZmD3NSkTjVYv57L6//6Fy0WghwOGkTvqcFA8rd0Kc95yy2cREyYwNcCDgcJr78/rRstLeqWxwJ5eSziMxi41H/DDTxeWhqJeUsL0xScThLkCRNIjAWMRtm9LjWVJPfjj5kZLe7xwQdJUJua6Du+/Xa5//HjVJ5feon39NFH7Y+fw8GJQkYGPbm7dsmW1K4wGkkek5J47jvvlJ81NtLu0acPrSXvvMOixYQETjz8/fnZn/5ENfedd2RB4s03kyDPmMHJwjPP8P6VBHnyZE6Adu8meR40iM/1hhv4eWEh7+PAAU4OhOJcVsZjCruI+K3EnDnq/OXx4/kd9WS9+YnQSPJ/CWVlZVi8ejG2n9qOsCvCEBUfpVkrNGjQoOFXjJaEaDQlxcLQYoY1MIDkVa+Hw9vLbVuHlwm5T9wFpxcL6ep6doa+pRW93/sSXmdrEZhbBABIXLgexnoSC7uvNzL/wUxcQXx1djtMtWzqobNYEZF2GNVX9YZXbT2KxqvTF4z1DXDqdXD6+7unItjtJDdCsXzuOSqAVqu0I2Rl0VOrLBirrGSigicYDCz+E4VsX34pG5gAvIY9ezwT2pdeojUjPp7HMBrlcZxOdcGY2Uwyd+uttBmYzbKxidIjm5wsLQmAtGVcfz3J3RdfUDmdOpUE2c+PhXICv/89VV0/P7bjvvpq4P/+j2RPRKQJf3F1NVVtQeZtNk5GIiM5LkqF2RNqa0k8//53poP4+6vj8Dxh5Eje37p1VHUBaVcAOJbe3iS/L79M1VvZCfHgQarHO3aoizgLCtTFhUqIe+jfnykVhw+ThIs25rt30yrTvTu3/e47EuUbb6R1prKSlpDHHnM/9oMPqttWd+vGaDxBwC8ANJJ8idHc3Ixtu7ZhyfYlsEXakNAzAV4e/oHUoEGDBg2/Aig629kC/ODw8UZY2mFUXD8YOrsDETv2n+cAgM5mh19ROcxxUTj8zxfhXV0P3bnIrjP33QRbkCQ6dpcM/eRvVyJ21XaYaurh9DKh6K7RqO3TDc3xUUhctEG1raVTCMJyCqHzRHgMBpKS3udU7/R0qqsmE0nn1q0kiK4ZuBERJC7t4brrqMpaLExyEJ7SqVP5Xr9+amVw5kz595VX0r/rqhzqdGrrhq8vFctTp4A//1lNPpV/Wywd+6xfeYVkOzSUzUgErFYWobmiqIjWhbg494YcYWEyEePTT+Xxvv9expsBwLx5nq8lNFQWIE6YwHEO8LASXVjIAkGA+cOtrSSRO3fK7n333kvFfOFCjsfUqbIJiY8PCfXf/kaP+JgxLJLr25fkNiuL4xJ/HpuoyEu+9lq1P/v++6lwCyvPs8/yPrZupVc7Job2jptv5qqDEseOkXBfRGgk+RLB4XDgxMkTmLtqLk42nUR833gEKfxmGjRo0KDhVwi9HnZvLwQfzWHraJ0OFeeaijR0S0Dl8Cvb3TU46zR6TGFzC6fRiKATedC3tMLQ2IzmRNnsIyw9C8FHTnk8Rm3f7rAG+cMaGoSkeWtgaG5F7JodsAUF4MzvSCST5q+FoakF9gA/lPfsSpL8zDOyiYPAP/4h7RDXXEMrBkCyNHQo1dtdu9wvor6eCRZWq2dLwIABtAG89RbVzvJyqqxeXjxuUhIJHEAfrxIJCbJ1tCB9wqaQlSUbnQwaRDIuMnqVWLqUHmunk+cVWL1anaQgMHw4yZzdztcmE5Xt1lb6kEVb7I8/JnlOTua9KPORhaJcU0Pf8yuv8PpvuUU2cjl2TO0DV0Kno91FPKO4OBJnVyQkkIhOm8bn4O1N1T0xkUS9oABYtIiv77uPGcXvvkvS/PXXtJ+kpJBIi3QMo1F6451OkueOMqnr6mgvEWOyfbvn74nAxo28P29vTsAWLGCR5IMPqpX/vn3VqrHZrF6JuADQSPIlQGVlJZatXYbNxzYjpHsIYpJioP8BxRcaNGjQoOHyRp///QKtEaFojo1AyW0j0apoCBVyOBtXTFZbEbpMlx7L+p7JyHlqPJxGA+r6dIOptgHG5lYYm1pg95ErkGev7sMW1OfgXSnzg88O7YeCh0ksCx64BXY/H5y5/2bVOQsmjGtToBujOsHRqRNTBJQJCuXlVPhcFVGAJHfmTHp3XW0aLS1cmn/3XRIls9l9fxEvVl5O8nTihNou0dREAgfICDYlWSoro4It1EqTiapxnz60ASxdSkI4YQLV723bJMEF6GX19yeJVuLWWzkBcM1jPnCA1gOl5QAgEe7ThxOMjz7iNY4YQZKYm0srypIlJL8CZ8/KicfWrSw6E/D1VXcYdIWPD69j+3amWgiYzbRvfPaZ9Is3NNBXvHMnfcViHJOSWGzoip496aO+5x4S1pQUqRbv388ivsBAElXls6itZXrJ1Km8ho8/Jol++mkS6ueeozJ91VVcYVCq5gLDhnGFYcEC2lKEBaZz544tKADPUVLCWOqpJvsAACAASURBVLkLAI2pXUS0trZid/puLNy8EE3BTUjslQhvX+/z76hBgwYNGn4VyH7hQTR1S4Q1NAhe1XXwKZWFabUDeqLq6j6q7XOfvJt/OJ1Inr0CgacL24r0muMjobdYUde7KyJ2HUJ7iNjNz8J3HwIcDpgjpMIYseMAArMLPO7XZeZyGFtaz73oIj9oaSG5+tvfpEqqxJVXkgAqWyNv2AC8/TYtAUYjSVxICJfbAelhLSuTcWuhoSS3XbtS8X3rrXODIpuktCE6miroxo1ccl+0SPpcBwyQUXKtrTznwIH0GJ85I2PhGhtJTAF+FhpK0imweTOvz3Vi8LvfkcgNHKgmiPX1jE5bu1amK9xyC4lqVRX9w9HR9M4KdOsm1WIvL3ViSHKyZ3VYIDycKnq/frJ9d3Y2CfrJk7ScCKvFm2+StObn03KibPriCdu2yZQSQEbdAVTllZYJJXENCaF/+MUXOc4vvyw/KypiAkZkJFXir76iau7a0trfn/aehx7id0qo1FYrbT7tEWVvb15bbCwnRBcAOqfrxV1EXHXVVc59+/ZdsvP9XKSmpmLUqFE/ej+n04mc3BzsOLgDlgALohKjYHCNcdHQBke+A/rO2nztYkIb44sPbYwvDS7ncfYpq0JgdgEqhw9oi/YKOpGH+p6MsYpdvR3VV/VWqc2+JZUwhwXD4e0Fn9JKOA0GmCM7eTy+V1UNoNfD0onZxoHZBWhISURgdgFsgf5oiY047zUWZxejq09XjB07lm9kZpLgubZYrqsjYX7jDRJUVzXys89YVCUI5pEjVB0F7r2XxNluJ7l0JYMffMB4NmVb402bSE79/EiUXntNxsCtWkVrhlBIDx2iQjt2LNXNefNok1B2zCsqYhc8V9J15gxVcaFeA1Q0lywh+R440HMTkt27qWInJfHcvV1SSx5+mOPVr99P5hf4/HOS1dGjSYSVcXA/BCIebflyRsSlpHS8/Ucf0QryU+FagDhrFiddzz7LCcSaNcBf/8pJmbc3vxfiO9PSwklH584c26Ym2ZLcx4ffh6uu4njU1clnkpcHHD4M3V137Xc6neeJWekY5/2XRqfT+eh0unSdTpep0+mO6nS6d8+9P0an0x3Q6XSHdDrdTp1O1+18x/otoKamBis3rMT6zPXw7+KP2ORYjSBr0KBBgwa0RofD1NCM7v+e3/Zefc9kJC7aAH2rGTqHA85zVjxhu2iJjYDD2wtxK1M7JMgAYGpsgbGppe21obkFpvomhO09ArtJtkUwtJjhW1Te9lpnsyN51nKEHjyBznsOQX/2LK0PAIlKQIA6veDrrxm/JZbBBUGuqZHWhOeeUyuwrsvqwmO8Zo3c5+RJElqAZNLfnzYBgeRk6Tt++mmqskK9HjmSZDsnh4T21CnaFQ4c4IRk9GhG1BUVyePFx7Por7pafW3CnztlCq0MViuX759+mvecnEwiJjrlCYSEUBU2mTzHkN18syTpjY0k4p480q7Yvp1K/mefUbF/4gmexxNBtlik+ltWRmuFsvW1ULjvvNOdILt24Fu2jMkekyZx0tLcrP4elJVJi0t7uOYaFtyZzXyWPj4kyIC05jz2GFcBRo7k96S1lR5qm43Pt3NnTtICAqiEA1xdiIig2l9VxX0EkpPVMXc/Az9kOm4GMNrpdPYHMADAzTqdbiiAzwE85HQ6BwCYC+DtC3JFlyksFgsy9mdg/vr5qPatRmLvRPi6VBlr0KBBg4bfFnQ2u+p1fY8kFLh4govuvB6d56zB2at6wxxGFbhixCAEHzmFxAXrYGxshm9RBYKPyUI68T4AeJeTODZ1jkVzgowBM4eHwO5tQuE9N8CisFzoW83wPlvb9tppNCDv0TtRc2VP1CREwxEYKOPPhg5l3u+SJZKwjh7NJAulZ7moiH7ickm+AZCwzZjh7lUWdTmjR1NBPHGCpMiVqIl0h+3bqc6KwizXZhFTptArGxBAtXfcOJKnAQO4XN+jB4mUawrDjBm0XHgqKHzoIXpzTSaqrnv3ys9iYtQqN8BtAgKoinfv7n68a66Rfzc1cWwFaXe9b4HSUvpzr72WEw+A5P/MGRJ2JcHfsYP3c/QoX3t7U9WeNs39uXjCpk1qv/Tx47Khx9ixtHKcOqXe/uBBNUF1hdlMBd/bW6aOOJ38eeklbpOSQnXe15eFluXlTNaYPVtG5FVX83u4di0nGJs28dhDh/K5C8vK5MlctfDkff8JOC9JdhIi08V07sd57kfEMwQD8OC+/vXD6XSioKAA81fNx4GKA4juE40wxVKZBg0aNGj4bUJntSFxwTpE7Pz/7H13eFRl/v2Znt57I4Teq4iASFHAAoIKKrr27qqrq9t0113393WLXdcuLLqKqCBIBymhBQRCCT0JSUjvbTLJzGRm7u+Pw5t778wEG2GNe8/z8CQzc8t7P3eecN5zz3s+ss+1pXcaHPHRiN5zGHpbK9I/WcNM5LvnIDS/GIZWOxI2ZkHS69DSKxVlV0+EodWOgrvnoPqy0QguLENgaSWKb5wBVwgTEmL2HkVgWTUS1+9Unb8tJQGeAAv0LjdC8os73m+PDENQWTUCKmvhjebE2I54uQ7MmUO12GKhgmyxUAVVwumkqti/v/p9g4H7C7jd6iYZNhvVwdOnSZbuuUedAhEXx3i0Y8eYOywUwldflbvLFRdzwdzcuTK5P3aMxFu5SN5sVo9761bgzTfpC/YmvACPJcj4V1/xPEKlDQjgmJ1OdRycULpHjeLPN9+kGg9wUvHCC/Kxt2zh5KGwEFi5ksculu8TAG7j3UPB7ea1/PWvaqX90ktpO9i8ma8jI1n/Pn3kung8ctKIN6ZNk7v0AWx0IpImRozghGPYMPnz0FCSW4tirdU771DRf/VVkufx43nfPvmEPufWVk42vL8/AK0yt91G0rtzJ5X7N95gjQcMoCVj9mwe5557mK4SEsJ0EIEnn2S9O5t0fE98p7bUOp3OACAbQG8Ab0qS9I1Op7sHwFqdTtcGoBnA2HMd4+eI5uZm7Nq3C6cbTiO2ZywiQ85hsNegQYMGDf9TkExGnLnlaiSu3YHob46g7uIhMLS0wmB3wBUagkH/WIiiW892XHO7Ye2bDndIECqnjes4RkBFDcyNViSt24Gi+VejPTSow89stNqgdzihdzrRlhyHtmTfVrxpn61HxdSxPu2sy6+61O+YB2zcBdeYaVTrRO7u8uW0KvTuTYW2sZFEaN06KpyhoVRvvRVF4X/ds4fE7KmnOPawMFosIiP5uVIV/vJL9THGjGHKhN1OtfiWW6g4PvWUrBZu3qx+vF5TQ1LmnXl8ww3y7xs3koB5J1r4Q3Y2ib5eT7VbWChF2+t58/i+0cjjicYXCxYwtiwwkIQ9L4/jfuklkujISBLQnj35r6WF9pOePWXl/ZZb+PPIEVoRpk8nMT50iPYNb/zmN/LvFRW+TTicThJfi8W/2q3EkCFsIDN9Ohfc3Xgj3w/n0w5cey1J7/PP0ypRXc0W3hYLF+6tX0/SvXcvz5WeTiIcFsZ9oqKoFB84wO/UlCn8zl13HZ8ctLYCjzzCcz35JNXlHj34fdPrWU/R2VDYXABOYHbsOPe1fUd8r4V7Op0uAsByAI8AeA7AP84S5qcA9JMk6R4/+9wH4D4AiI+PH7VkyRLvTX6yaGlpQYi/cG4AbW1tsNlt0Bl1MJqMgNYs74fDAUAL/ehaaDXuemg1vjDo5nXWO13Qud1wB1pgaHPAYHfAYzTAHRQIQ6sd7qAAQPJAMhphbLYBOkDvcsMVHASP+ayuJQGWukZIBj30DifscdGA3vc/IVOzDW6zCZ6zcXGmRiskkxFuixkmqw1OP1n9TrsTAfoAhNrt9HwCfDReUkKvroAkkYyGhMiZv3V1jFqrqqJyWVtLIlhVJWf/fhcUFjLf1+hHx6uvp+pbVkbLQ6CXrVGcuzM0N5OkNTbKXfe+DW63TIxdLh4jSuENt1pZA5uNBM1kIsGTJJI5q1Uek90OBASck1/4RW0tyaHle3z5GxtJaM9XN9/OFlmKCUJLC33KqanyOMVnAFXukBDew8hIfma3+96H6mp+96xWXrNOx/MKdbi5md/F8nLeB7eb9fe6zsmTJ//ohXvfO91Cp9M9C6AVwAOSJPU6+14agPWSJA08174/h3SLsrIybNu3DU2GJsSnx8N0tmWohh+O7rxavbtAq3HXQ6vxhcHPoc49P1qFoptmdLScViI4vxgpa3bg1GO3IKCiBsaWVrhNJrSle5FMSUJQcQWcEWFwhctkKyS/GLa0REhmE2J2ZMMdYEHDRYyZs1TVwdjmQGtyHPQuEnUA6PnhVyi65RpIRoNvusW5kJvLR/mCnLz+OtXHyZNJYH77Wz4WF80+vg2SRPVx2jSZlHpj505ZBc3OZg6xN5luavKf2ex203OrTNkQePllxpX562Hw739TIf027NpFYnfmDK0PA/1QorVrgauuUvOLl15ihnFDA0n/xo30fCtx7BhJYmUlF7F5j1MQSGWTj/JyklG7XU3qAdo7+ven8v3447QwhIXJNpGmJqq5fftS7bVaue3Mmf4bh4h236I9uBjHE08wClB5fkmSvzOnTzMd5ZpraJkRyMvjRGPIEPlYe/ZwIiKSVrZtUzeSiYqiev7hh0BKCnS33XZB0i1izyrI0Ol0gQAuB3ACQLhOpxNa/RVn3/vZoqWlBZu2bcLyXcuBRCClb4pGkDVo0KBBw7mhyJdNXLMNfd5cgsLbZvolyCF5xQgur8Gpx/iIvc/bn8NjNCCgvqkjSzZ6Tw7Cj+YjsKIWoadLVQQZAEzWVujdPF/ToF7Qn/Weii57tvQkqsmKzP7iG6Yh9ctN/sff0EDrgj9kZMi+YICRbeJRfEQEExGOHiWZER3WfvlL3+N88QWJpU7Hx+kGA727q1Yx8UKJCRN4DrOZj+cFQZYkeXFaSIhMhBsbSXDffJNNPt5+mxYCbzzxhC/xfP99/rzsMl8biDeKizlpmDgRuP9+EtAHHpDJXvbZ9uNXXeX/3ADPYbGQ7C2Xm8rA6WSc3JAhVM/9EflDh+QaFxQwKm/DBpJGfznTs2aRAP/61zyesL8I/PnPVGv79SPZ3rMH2L2btgt/KCnhGAID1ePzeGiVaG+n0vzOO2rFt1cvLuDztn60tlKRVh4rJYWdBf/wB9a6sFDuOLh9OxXmpCRaL0Tyyo/EtyrJOp1uKIAPARhAUv25JEnP6XS6OaDlwgOgAcBdkiT5uRMyuqOSfOmll+LEqRPIOpIFfYwecclx0J2vRxcaAPw8lKGfOrQadz20Gl8YdLc6h+aegaW2AbXjvqV5gwJ6ZzuSVm9HxZUTYG5oRmBZFRI3ZuHY0/fJG3krh98CU6MV7RHnaB3s8bCF9vJMBI+agSsmTqTC+dBDJG6BgVTrCgpITubNYzLDggUyUc7Koq2gpYW2g8ZG+kWVyMoiITIYOm+U0dICfPyxHBVWWkpy9PHHJIqiEUZ9Pf/17k2FceNGeZGg201l+4EHSBRFcxS3m4/5v4ttoalJJv3ecDh8j7F/P7cX0WoOB60XDgfJsiKj2W9OclMTY94eeEBdm9dfl9tlf/01s4HP1WRk716SVm+iuH07Sfx3QWUlEyRuvZX30WrlxCc4mGp8WZms1K9aJSvOnWHFCirFycnAwoX0WkdE8FhCca+rI9H1l0ENMIZv0iRe+5YttGQMGcLv5kcfUY1WKNY6na7rlWRJknIkSRohSdJQSZIGS5L03Nn3l0uSNESSpGGSJE36NoLcHeFyubBs7TJsz9uO6AHRiE+J1wiyBg0aNGj4zrD27QGP2YSIw6e+feOz8JhNqJh2CXq9vxRhx/LQMLy/miADiDx0CuHHTqPXe0sRpoiG80bctv0ILixD1IHjCC4sQ/jRfER/c6Tj814LvkTi+l0ILK8BPB4YXG6qsu++y0fr77xDspSXxwVyQjEFSHjuv199wiVLqPitWiUT5PZ24LXX+Pu4cVSJvSPJioupRANUggVBrq8nSdyyhUkKwsdbVSUT3poakjdliobBQBvBSy/R4/rJJyTLBoNMbsvKgP/8Rz2OnBwe74031AR540YS1LY2jumRR2RSJzB6NAmyw8GFdhYLFezmZnUTE3+QJKY+XHstlWOABNLlkgkywAWAyuQGkZYBAGvWMLatrk6dBy3g7d/2NwaRQ5yQQIIMkCCnpsoL5gYP5hjsduZdDx3qS5APHFDHsM2ezclMfj6j8IQPWZwPYKazd+7ykiVyNrPHQxU6MJCLOceMka/pllt8LSXnAVrHPT9obW3F/kP7UVVVBUeCA+FRncwkNZwXdDdlqDtCq3HXQ6vxhUF3rbOlqg4xe4+ibKZ/f665rhHBxZVoGNEfIadL0JKRgrgdB9AwrB+S1u1E2TUTEbvzACABFVdO6Ngv9FQRrP3SAQDBBaVI3LALNZeOQtPgs/29zi46S9yQBZfFhPqLh6qsFt5jSHp+ASp/+TtcIZITxOIpgcxMqnnvv8+0gzDfxX8/GCIN45lnqBa73SSq6enqaLmsLBL3Bx+kmrh0KUlTTQ3wl7+w2Ym3oLV1qxwZJrBnD7dTqt0FBUxgsFh8leJly6jQjh8v5y7/5z8klzNn8r1jx2gd2buXloUvviDxNZtVh1IpyQ4HldAhQ5j7K7BjB8fs3RbbH4TVYvx4OW/a65wdEAq3eAqxdCkJfkICJyNXXSXfd5eL/mWR5CFQVEQ7hveTDKeTFhtJIpl+4w25496CBUzbqK9n3UV3RH+w2ViTm25Sq+ZirAcO0HojklFeeIHJISKVpbUVuuDgrleS/5fg8XhwKvcUFq9ejJMtJ2EONGsEWYMGDRo0/GjogA6CnP7JGujtDoSeKuzIUHYFB3a0jQ6oqIHO7UH1xFFoDw9B8Q1XIGXFFgQXlqNxiLq5bXtEKJJWbwMA2DJSkP/gjTJBBhBcUgVjcwsqpo+DI0EmJYnrdlI9VsAZHYFd999EtdXlooL3m9+QeAgIknnPPWqCfPCgnBEMUIkW+x04QPK1YQMVVn/weLj96dPMvR07lsqxTicT5MxMNv2IiCAhvfJKtjQODqaimJpKNfLVV+mPFWhspILpTTarqtS5vwBtGe++S4KckyM3zzh1iqSzvp7bLFtGH6/DQcVaqOvp6VQ4Y2PpxZ4715esVlfL+cYtLRxvWRmvV5yrsJCL/4qLqRCfPCk3PMnO9lWKx4+nXePUKZJU4YEW2LSJLcYBep+FL3vVKj4RsFhYH+GZXr6cRN/hUBPkHTv4fnq6TJAbG0lSd+zgwstjx2i7sVjULannzeN3q6FB7qzojY8/Bv7v//jvwQd9bSVRUTz39Onq6MCnnpL3F9d7HqCR5LOora3FivUrsPn4ZkT0jUBij0Qt1k2DBg0aNPx4SBKisuVOZqYmK0LzimHt1xM1E0bAXNsAT4AF9vhoJK/ciqiDJyEZ5XQHc30T7HFRKLxtJswNVtWh7fHR8BiNCD1VhKj9xwBJgq79rJIoSdDb2tDzP6sBsAV28qpMGK02VFw5oYOUC6QtWYdeO/ZTDSwqotL61FOyoup0yq2YlUrtnj2M4FIqr/ffLxPqkSPpO33jDXWXPkEsAVoycnNJTLdupcqYkUG1sKiIvmfxqL+sjITriy9oy/jqK6rOYuHfPffI7aoBqtFz5vimYIwa5d+bfN99wHPP0TYiotv69aNa/Mc/Mubuzjv53uzZJGYzz+ZdBwdz7PffL08idu6ULRQAiV57OyciISFMAZk1S85sDg+X1fu+fakmb9/OycI//8njiaYmSpy95xg+XN3dDwAuv1yeEFxxBRXzffvo4zUaSVxFN0OATT2Er/zll+X3L72UhF3giy+4zSWXUM2eNYuq/mkvC5Cwxohr6n12Ird3Ly0x69axRtdfT2LsLxGlokLuetjWJhNtYdGorGQDEuDcMYDfA//zJNlutyNrbxY+2/QZWsJakDogFZZOHkVp0KBBgwYN3wtuNzI+XImm/j0Rv2UvAKBkzlRE76OiGrPrIOJ2HIChjf7NslmTkfvIfFiq6hBQUYPQU0UIO1WEymnjYGhzwB0g//8Ut3UfQgpK4TEb0ZoSD7eFimX0vqMIKSpHUGkVgiprkPfgvI6xNAzrB1eourtcUGEZIEmomDEB1phI6NxukpgpU0hURZMGs1ntjxU4cYLk91y5vzod8Le/8RhNTWwfrPQDWyxsjtHaSsIWEEDVMTiYyuHtt5MMSxJJntVKj3BqKn3Tbrfs1VW21f78c6Yz+Hu0n5Lia8tobqZdQiyO++ILjsftJrE0eaWSnDhB5dvtlpXe3/6WRH/ECBK/9et5nvp6+q51Ol6XiLnbtInvCWKYkCCP95VXqJjedx/re+gQyfmePZw8COIJUH0Xneyqqhg3V1fnq6rGxHBsKSm0QPz971SrvbvwDR1KRdy7lXdFBe0QAJVyoZ5PnkwLyuLFviS3ttZ/l720NJL6Hj1Y28BAKshiUWBuLgl3URFrJyY1VVU85gcfyN0SDx2ixWXzZv8Z2z8A/7OeZEmSUFBYgO0HtsMZ4kR8WjwMXrmM3dX71t2g1bnrodW466HV+MKgu9c5IicXLT2TO4iqpaYBzsgwlXKcsXA5Ki4fC0t9ExqHy17cIc++idP3XI/W1AQEF5Uj5HQxqiaPQdjJIrSHBSHt843If2AeG5KcRczuw9A5nIBBj9qLhyIyJxf1owepxjTor+/i1CPz4YoIReD7yyFNv9k3J1nZFEKJF1/kYrxx49TvC+9oerq83ZNP0j6Ql8es25UrSXiVC8ocDqqEYmFXVpbvsZUQTUG+/lqOLANkT63bTUJlMsnNUT77jJaHG24gIR48WCb4VivHOGgQSXFwMAl3W5usWIsueAA9ypGRJPXZ2b5pHt44fhzYsQOZKSn0JPtrh63Ee+9RNY+IIGF+5BFaKgYNIhkcNsz/BMDj4WTk978n2X3oIfXnixZRLfaXjuLxsO4DBlD11umock+apPan79rF/S+5hNF6kiSf55VXOKHqLO9aiYMHqZIHBtKyYTZTrf/8c34/YmOpctvtVO7NZn4XlyzhWK+/Xt28pKQECAmBLi7uwjcT+TH4qZDkhoYG7Ny3E8UtxYhNj0VgsP8Vn939j3F3gVbnrodW466HVuMLg+5e5+CicrQlRMMTcO4nlqamFlz00P/D6TvnwBkegoaR/TsIh7L5h7m6Hj0Xr4XbYkLxvOlIWZmJgjtnI37zHjQO7QdHLD2dhpZWhBSVq/zK3rDUNMDw5VZ4rpzvS5Jfe42kR6cjIXrwQd8D1NczBSI5mY/lAZJCq9U/eTxwgKQ2OJhqYU4ObREffEDLhMfDDN033pD3KSoicQsKIgl89FFuY7XKTSbq66nkigi03FySWNEx8NVXmddsNNI60LMnSVZ+PhVxnY4E2W4nWTvXo/vsbDmeTum/BaiKG42yJ/nYMZJbAJnr12PS5Mk879q1nEz4az7yY5GbSx/4RRfx+nfuZP0SE9V+38pKKtgAyW52Nm0tOp2cTxwXd36694kJ07nwzTf8bhQV8fwhIfxeDBrEpwfCrnH4MOtmMnFids01tF/MmHFeIuD+p0iy0+nE4SOHsT9vPwKTAhEdH33O7bv7H+PuAq3OXQ+txl0PrcYXBj/HOhtsbXD7EWvG3vY09r39DCIPnaT6q9PB49WExNDSCp3HA1eY2upgaLUzxeIsqTE0teCix/6OPQufA/R6ZCz6CgW/uMZH6fPpuLd4MYmJcoGbzSYroG+8QV+w1cpzVVer48AcDqp7YvuyMiqfR4+S3ChV5JYWvj6X+nj4sEzmsrO5eE+nI7HLyeG+zzwDfPqpb+TZxo0kh4MHq8neyZMkYtu3s9uf0UiV1OmkeupNDJUd486F3bvpSz5LjLFuHcdbWIjMw4cxafbsbz+GP5SWkuzedBNfNzaSRH76qe+CtspKkvSwMF6X3c4aedtGPvmE9hq3W7ZXfPQRLRyNjbJH3OPhPRgxQt5XqMb5+bwnwcH0JndWI+/xHz5Mwl5cDPzrX7x/gwfLLcTPBeVERLQkP3oUKCqCbuZMLd3iu0CSJJw5cwZLVi9BdlU2EgYnfCtB1qBBgwYNGs4LJAnpn6xBYHkNggtKEVLAZAJzQzNSvtyMlFWZqs31Dididh9G/j1z4A4ORO34EfBYzEj7zLdTXEB1PQIrahCRkwu43Yjbth8h+cVctOeUPabu8BDsfeeP0LfTw2pLjUdwSZXP8Xxw881cLKZcKLZ0qdzF7b77mMQgiE6/flSP168/e2I32wQLFBaS/BiNJFE7drCDGsBH/MrUBnEMJXr3li0QmzZxf4DHysigKrxihf9M4CuuYMyaTscIu6Ymvv+HP5AIXnUVx3XmDMm8kkhWVdEe8vDDvJ6vvlKnftTU0MKwdy8nEceO0YYwaBCVU4AEua5ObSdxOrlIsKxMvt7cXNpHlMdWIiVFJpj79rE5x5o1tIHk5fH81dW0Y+TkcDthlQkIYM2Ui/QA7utyqX3J48bxOL170z/+5z/z+srK1OkUjz9O4p2RQZU3PZ1WCIDWh2XL5G1FYxgxfoeDCwPb2kicP/qIHvKcHPkY/mC1spY5ObwXRUWy4j94MInyecDPniQ3Nzdj/Zb1WL1vNcxpZiT3SobRdH4M3Ro0aNCgQcO3QqdD8XVT0futJYAOaA8JAgA4I8NQfs1ExGQdhk5BaD1GA+xxUQiqZKRarwVsiXzmphkwtNphamADi8DSKtgyUmDtJ3coMzXb0NI7DaH5xQgqq4ap0YrUZVy4FZpXjOCiMiSu3Ymg0mrY0pM69jPXNiB6T4563M3NJE5z51IlLC4miRLxXgB/btnCRVsCAwdSkQVoixg3jqSvvZ1pFbGxVKYDArjwTbSqnjaNC7gEvBeMASRDeXkkhy+/TDuEiGkLDSU5vvtudSMLxX2A1UqF9957mSKxcCFJxWGhUAAAIABJREFUVWIiFVGAY5g3j2MVamhpKReYvfkms37HjiVZLy8nOXY6+f6XX3JiINIs/vAHdVMSvV5Nvl0uHishgUSxrY3bKzvjrVtH8lhdzdeCdAO0UTzxBMev05EM19XxXkVFsaaFhVTJBcLCaA9RknyABFfZ7a53b9YgKorpIn/+M8fas6cvcQd4XRkZ3O/mm+VjXnutvM3hw7zG48epAlssnLyEhwO/+x0V4WnT6KO+7z7fcwCs98mTJOBjx/J7JSL1jh+nf/qHqvRe+NmSZJfLhUM5h7B47WJU6CuQOjgVwaHfYpDXoEGDBg0augCewADUTBwFe3wMPCYjUr7a2vHZ8d/eBUlpozAY0NIrFfpWO+I37UFbfDRC8osRm3UI4UfyEFRaBUt1PSIVXfwah7LVc+2YwXw9rB9aMlLQHhGKkusvh6mhGU2DesHaryeqpo5Be2gwLDUNHfu3h4fC2icN+nYXdKLD2ZIlJD4jR5KABgWRrE2YQDVQQHTHa2sjiQTUC8KGDydxXrnStzD33QckJfm+39hIq4CAIEGDBvF4ggTHx8sL8vLzed5nnyVZff55X2W6pERe6HbkCD3Izz0nd+jzxsmTtBCkp8ue5s2bSVh1OpLkadPkepw+zbEOH84xXHEFFwgKuFwck6hxUBD3dzq5T3s7rR4WC7dtbORnt90m2yiUfl5BmOvq2Jnw4os5ztGjZUvEyJGyRxygGnzFFazF4sW8hm/DW2/JTxMGDZJbb3sjNJTWDSWEit3UxHMFBfG7Io4XEUG/McC6iO9QZ7jjDqrZffvy9fz5/P3rr5lNPXNm562tvyd+liS5rKwMn6/+HLuLdyNuUBxik2K1dtIaNGjQoOG/guCCUiSu2wmPxQx3UADaI8NQes1EGJtbYGpoRkBVrXoHSUJAZS1K5k2HydaGwLJqtBuMsKUmoP7iIWga0gchBSVoSU9EwsYs1a4OhZUwJK8YsTvYVCLy0CmYmhnbFXE0H9Y+aR2L+gAgqKwazqhwEj+djuqs8P4uX06CFhNDsuXxkKS++qo6/zcwkHaELVvUWboAPbNiIZ3LRTK5eTNff/ONr6oZEsJ0BYCEasUK+bOSEpmkxcTI1oWDB0le09KoSP7+92o1eupUHrNPH5KxgQPPnZwB8DqFBzk/nwr2yZNMmACYtawk+WPH8rVOR5I6ebI8YaiuJombPJlEUaCujhOInj2p8ormHa+9xsYm1dUk3P/8J+PXBLZuZevorVtJ9kVGsDfEPRW1TEoiMe/fnwTTe5LicHABZVmZ/N4993y3pIqwsM4V4PBwktnjx1k3ZRa0mOgsXiynhxw+zIi6rVv51OCrr/h+ayv3X7GCY5Qkji05WV5Q6i//+gfgZ7Vwr6WlBXuy9+BU9SlEpkUiNCL023c6B36OC0R+itDq3PXQatz10Gp8YdDd6py4IQvVFw+BZDFB55FgbLUj/Gg+qidfhIhDpxC76yDaI0LhiArvaDetb7MjNusQgosrUXDnbITkFyPlq63wmIwouf4KtCXLC7MsNQ0wWW1oyZDJYMzOA2iPDEfToF4+4wFAUgGoFlbFb9mLoOIK7Bw3Wl6419TEGK577uG2dXX0y/brRxU2NpZE88wZEpRXXmHzEaeT6qFeT6LndnPb/Hz6ctPSSHruuINWh5MnqdR+W/vlV1/lArGiIpKg5GSqlvPmUfEuKOBCQmGb6AweD6PVhAIuarJjh9rm4I22NhJIi4UKb0ICx/T447w2kbgAsHYff8yc5eHDud3q1VR1w8KQuW8f0y2+DU6nvDCxooIL78TCyJoaThCqqljfZctYz4gIWfXetYsTEL2e5PT226l0BwRQ4d64UU0oa2tlFb+ggAq2N0SihE7HTnvXXEOv93eBw8HvhpJwL1jAicGCBb6pF243r3vzZk5o+vThRCMxUVaSs7J4PK8ElfORbtF9/tKcA263G0ePH8XiNYtR5CpC6pDUH02QNWjQoEGDhh+LhuH9kLpmO8Jyz8AdYIYjOhyu4AAYrTY0Du+H03fPQdEtV6N5QEbHPknrd6Fh5EAU3ElfZVtyPE4+/guUTx8H81k/MgAYm1vgMRrgVlg1jM0tSF69HR6vh6fBhVQFTQ3NSP1yM6DTIS5zX8ciwqopY1B4x7XqnT78kKRKkOm33qL1YPFiEhIRWVZQQHVPtAY2m0nKTpygqnjVVVzU9+tf81F9UhJtAoNpDUF0NMm0x8P4ts7w2GMk1AsXkpxZrWxA8uKL9E9v2uSfIL/9ttz8AuDY/EXS+cssliSS8sxMKuUREcxZNplYl8cfpzK+dq16v/Bwquq//CUJMkAymZREsmq3swkKQL/wnj1yN7kXXpCPs3s3r8lsplc6I4PXD5AYm0wc98cfM50iLk7tgR4/nuSyRw8q2GVlVKZjY4F//9tXca2uplLfvz/3eekldcMSgPfa4+m8YYfbzTHv2SMvrBRYt44eaYD35JNP+DRg3jyZIDc3y78bDHwacPvtPO/zz7NRiSDIAK/P+37686T/AHR7klxVVYVla5dhW942RA+IRnxKvGat0KBBgwYNPwnY46NRdMvVkPR6DP/dawjJL4bHZIR0lmCIvGTlIrrSOVPhjJSjr6L2H0VgeQ0MDidaFSpy7O4cSEYD2lLkHF9XWAhyH72lw+Nsrm9C5MGTCCkkGW6PDEPJ9ZcDAKonXaRSoH3w6KNyxi9AonLXXSS+StV38mQ5qiub9g4sXkwyFBgotzxubFQ3o3A4qFgePcpjNzRQ+fSHb76hkjtwIPD//h+V55ISmcTq9fJjfrudpFsQpZgYHleZliHI+EMPMRli8WKSQUHgVq6k5aSlhUTuwAESzKVLaVFQPoUvLuaEwB9uuIFktLGRhHf1am7rcLBLXX4+xzJmjNwxUEw2ABLCX/yCvzudJMXz5qnPERnJxYoJCfynJMmtrSTzffvyXv7jH1yIB5BwA0z6EKkWAwdSoXe5SFBFnrSAy8V7YTRycd6dd/J9j4f3AeB+I0ZQ2b70UnVixuzZsuIeHMwJ1M6dcuvrDRt4D8Q1A6z9li204Hh3BewMOTnfvs13QLclyW1tbdietR1LM5fCGeNEWv80mC3mb99RgwYNGjRouMBoGtIHlZePhbm+GTF7cphhrIDO5UbPD79C3PZshOQVI/xIHkJzzwAAai4dhbaUeOjdEtKWfd1B0Cqmj+vo3Bdx8ERHOkVbUixaeqfBXNcIV1AA2hKioW93I6iEC+HSP16N9P+shKHV/v0uIi2Nj76VbY7r66mMAiSTS5fSrztpEj+rrGQU2oABamIJkDjm5ZFcmUxUlGfOVG/zzTdUHENC1I/ojUaqujEx9O2KjnmrVnGfggKZ4M+dS+KXmirvLxqPvPUWcPXVtCw8/bTsw546lcdetozqb1QUjzF+PJXSbdtopXjrLXqhX3/dt15iIeNtt5G4hodzInD77Rz74cP0Ic+eTZI/ZoyvEt7WxjHU19P6AjCOTekFB3zJ48aN3O8vf5EJfP/+XHjpvajt1lvViRt9+7IOvXurlWaHgyr3r37FezF3LluNl5VxPMqJwqRJJMBbtnCi0Bm5jYxk3YVdY/p0Jp+IXO6FCzkhmjKFvutnn/V/nDNneD/+/GdOhi66yP923xPdzpPs8XiQl5+HHYd2wBPhQXxqPPT+2iqeB3Q371t3hVbnrodW466HVuMLg+5c59BThXDERqHnohUoue4KRBzNQ/k1lwE421AkwNxBBA1tDkh6HTwWMwxtDrjNRpgbrZCMRrSHBvm0EzbXNSLqwAlUXnFJx3uJ63fCEREKV3ioys4hkP7xahTPncYM5s83oHzGeJypbJI9yW1tfFyek0OrhPIp7bFj/Oymm0gwhU9WkqhePvAAyZwSYoGaUB+PHqX94lxPf48fJzkSZE2SqDr++tfq7Q4fplVA2SlQdO4D5Ezk8HCet7WVpFQcc9EieVxr1pC8mc30YM+bp1ZTjx5lQsWMGSRnJpP/hA4lmppIrGfNAgBkZmayLbU/rFvHCYloQqLE8uWccPSX25V3ZCJfdx291o88QnvImDHqBYLnQns7Uy/Gj6fF4rHHSDpvvpm2CZeLKvP+/VS/b72Vx966lU8SvK0XZWUk6lOnktwL+4THw0nWJZfw+6VsfALQGnPbbb7Wl2XLWJcHHmByB8DJ1f79cnqIJNHacsstQFzc/17HvdraWuzYuwMVzgrEpcfBEnh+Vi92hu78x7g7Qatz10OrcddDq/GFQXesc+L6naiYMQGBpZVojwhDcGEZbD2TAbcH7qAASCYjYnYdhC09WbUoDwDit3wDt9mE1rRE6J3t8FjMCCkohS0tkccAEHngOCSDAY3D5E53GQuWo+DuOdC1uyDpdd8tmQCAZcFKGEZMwdSbb6ZiumABiae3+njgAH2tSnVWiYYGEk2x0E3ggw9IasLCqEQ+84wcVdbYSCVaEFt/sNt9F/gdP05SpcxYtlp5Lu9Yt/p6kr9f/EImkC++SP/wwoX8abXyeMqJyDvvkBgKxVqJzz7jNRkMJNhTpnDfLVu4ULGykgRZKLSJichcuhST6utJnuPjSYgbGoDLL5eP295OK0evXkzqmDWL5FJ53iuv5HXeey9JvbLWTz1Fu0SPHiT1otlGTg7J5fz5tDfMnEnCuns3x6fsptfczFSJWbNIhFevps1lyhR6qWNiuL1odd0ZDh+mIhwezglWSAivd/hwHrN3b5n4ezxMP1HGzHk8VKs9Hj4lKC/n9Xh3gly1ivf4oYf+dxbu2e127N67G59t+gzWMCtSB6R2OUHWoEGDBg0azgcah3CRUVtKAlwhQWga0geukCCEnyxEQFUtwo7mw9jm8CHIIXnFaO7bA7UTRqI1LREtvdPQmpqA6stGw9YzGQkbshBUUomGkQPhjAxDwte7O/atvGIsAiprIZmM5yTIGQuWI3FDFgJLacUoHjMEnuizMXJ795IY+sucHTnSP0FuaqLHNSyMiuOkSVSQP/iAJFino7K4cCHtGUpCZjSSbInosc2b1Z3dPB76e70RGan2OgN8rSTIa9bwZ1QUcP/9aoX1ySfpnc7I4PneeYckV3iEAZLgpUt9zw0AN95IYpadTdtAczMX0vXpQ6L7t7+RIC5bRnLY2Mjzx8VRva6vJ3HduJEqroDDIec8/+lPPN7bb8ufT5/OOt9zD33aZ86ox/XoozIxzs2lv3r9eiaT3H8/azRlChXZv/+dhPedd9TdFe12PjEQCwQnTaL/eetWqs2XXEKyLu6TstGJEmb5KQkGDSJxHz6cr6+5Rp0M4nTyWnbu5HdQYOFCjqOykhF2w4bR6iIQHMwnGw89JOcu/0j8pJVkSZJQUFiA7Qe2wxHsQEKPBBi+42z4fKA7KhbdEVqdux5ajbseWo0vDLpjnSMPnEBrchwSvt6NstlTEFJQCr3DicZh/Tq64FVOHgNPkEIhlSTE7jqEmgkjfI4XVFKJ8GP5sNQ2oujWa/yeM6CiBh6TEc6YSBitNrgDAyAZ5f8/TU0tkAx6uEKCEFxQCntcFAb97QNsuGU2erniMNXjYdezXr3Ui/cARo/t3MksXYA+2kcfVZPxZ54hQfzHP2RfriCy27aRmI0fT/KWnk6/79q1zFLW6+lVDgmhOtlZioLAww+TuPXqRQLuLy/4xAkSquuv95+h+8EHXGTWpw+J/HXXUWmtqqIaW1lJIr1pEycI3hOH2loS3SlT+HrTJk4i+vXzPZfNhsydOzGpf39es8fDa/jmG/+pG177orBQTgY5H3jxRU4UJIkqsYiPe/FF3vugIFndLy7mvVNG5S1fTitGVpZsWVFCkqj8KhvQeOPVV1mDY8dIoCMjfaMK//MfTlaULce3bmU9rr2Wnvbnn6cn/sMPf952i4aGBuzavwtFzUWITY9FUMh39NWcR3THP8bdEVqdux5ajbseWo0vDLpjnUMKStHr7c+Q+8h8JGTuQ9HNV0EyGaF3tiM0rxjNfdLQ47MNKPoFCW9wYRlcQQGI3nsEbclxaBg5ELp2F9I/XYvC22apjh1QUYOogyfhiApH4+DecPv5vzJ2ezYijuQh7+GbOt4LPVUIj8kEW0YK4rfshSMqDMEFpahtbIXu8nm4IiqKKubu3VQZlSguJmEpLJQVu5MnqVDecIPaY7x8OZXD7dtlonXiBEmmv1zkF18kKd27l77hlBQSwpoaPpa/5hraPObP5yIyb+LV3k4C7y+DuK6OROqjj+gn9vbDulzAv/7FhWnKa01LYze399+nd/nwYSrSSgL88stscHHZZb7nrayk4qtQr8/pSfb22gpUVHCicfo0VdTcXI7Nu4779tE+MXEi1e/Ro1nLkhKqyaNGcWKiREsLr020CAfUVpnt22W7CMCJj9XKVtICTU3qZI3KStbb7aatQ9me2h/ee4/NWDIyOEF67z0qw2Fh597v009Zm8cfJ7G22YDQ0J+n3cLpdGJf9j58tvEz1Fpq0WNwj/8KQdagQYMGDRrOB1oyUiCZjLAnxKB8xoQORddjNqFpUC9IZlMHQQaAkMJStIcFI2rfEZhr+RhbMhlRNnMSUr7crDq2PTEWbQkxMLTZ4QmwIPxofkeKhUDNxFEdBDljwXIAgLVfT9gyUhC17ygcMRFoHN4fZdddjoIJo6CvqSGROniQpOfPf5YPVl1NAnvvvWoS178/SWytV/fAmBjaD5Q+4wEDZGLX3q5ORXjySX4WGEj7gfCpxsbSF7t/P0nkn/5Egux0qpMlmpp8xyAQHU27gtvtS5ABKtZKggzIqmpBAS0AtbW0VAiSuWEDr+GBB+SEBqtVTp9obCTRbpBbgGPnTnVus8vF1+vXc1Fgerq6ttu2cbKyYwfJY2srVdf6ep7baqWVQ+Cii2SlNzKSNRk4kN7yuDiq4wJ/+QutIYWF6oWCOTm8x8eOsbOdxSJHx338MRVv5SJJQE2QAd7XxkbezylT1NfsD/fdx2MI3/d99/knyO+8o+7QOHEi8MQTnJzp9b7Wmx+Bn4ySLEkSiouLsT17O2wBNsSnxcNo+pZHLF2M7qhYdEdode56aDXuemg1vjDornVO3JCFiunjEL9lL2rHDPar+EYePAlbj0Q4o8KR/vHqDitFyootqJ4wAs6YSJ99AHBxng6I23EQDcP7wWM2wR0c6LOduaEZbrMJkTm5sKUl+nigAaAst0xOtwBIKO12ddpAW5v6kTdABW/v3s7tAnl5PJYylQEg4TtwgAqiwSCr0CIyTEST3XUXyXpWFsmZ0ykvFFMqni0tJIG9/HQbfPFFEj9lnJy/VAyBsWNJRgcPpnd661aea8YMeZvcXBLM3r1JhEePJgkWEWp3301Cn5amUthVSnJeHu0I/lRoJazWzglgfb1MYpVYuZI179uXfmdBJv3hq6+o9oo25AMH0gP+xBOdj2ntWtpy4uN5rxwORvKNGkU7jcDhw5yEKIn4mTO0x6Sl0dcNcFHl3LnnrsN3xM9GSW5ubsbGrRuxau8qmNJMSO6V/F8nyBo0aNCgQcP5QsX0cQDY2c7U0up3m7bEGLiCA5G6bJPKa2yub0LSul3QO9sRmX0MGR98qdpPMhlJQCQJrpAgH4IcuyMboblnEFBRA3NDExqG9IE9PvrcA66t5WI3g8E3jsubIANUWpULvrwRHU1VGZA7sgG0IPTpQw9vbq68vckkE+TcXC4SKy2lslhTQ4L81FMkX8qouZAQ/wQZoEodHk4ilpdHy8CwYSTI3gvOSkqoUB47Jne9y88HJkyQF4tVVNDakJjImohosgkT5IVoCxZwjGVlJNGHDpHgKzsL9unjS5B37eJ5P/uM27rdck6y6GJns3HS8K9/kTwrFxoKzJold6dTxvg5nZz8KJGVxZ9BQSS4kZGcJJwLl13G+LsPPuD4ysoYQaf0sRcXc4zeCz137qR9RjQ1AX4YQRYZyQKdLR78AfivkmSXy4VDOYeweO1ilKIUaUPSEBzqpy2kBg0aNGjQ0A1hqa5H8qpMAFwsB0lC+kerEHqqSLWdzuWG22hAxOFc1Iwbrvqs7OqJ0Lc74TGb4DGbUD+iPyIPHEfkwZNIXbqRxwXQHhEKneLpsM7ZDlNDM2ouHQVr3x5oHtgLbSkJcIcEqRbxRRw6iahsNgTRt7dDX1tLVVLEje3fz9zdykr6eQUZmzuXJG7TJhLBcePkQSsbjgA8Xk0NiaXBoE6e2LiR6qzS41tSInfvMxpJLgcMIAEVj+0vuojk0V9k3Nq1JGEAx5uVBfzf/9E3fdNNJMmBgbL14JFH1LaPQ4f4+fPPAw8+yPHeey8f53/yCbdJTGQm79ChJLXe7ZsFZs2it9pkIgE1m/3bCOrr5ZSI8eOpzsfGsvFIeTlVaYCqeVsbPbthYfQRb9/OBWveWLJETsgAWK9jxzgBWreOxxX4xz/4s66OFhmACzKffFJ+rcS777K2ej1rNG8eCa9Ox++DQGwsibTSO93czPvYo4f/9BSBPXu+vXteVJSaXD/5JOtzHvBfs1uUl5cjc28mmgxNiE+Ph0nRe/6ngu76WK+7Qatz10OrcddDq/GFQbets9uNlJWZsNQ3wRUUgNJrLkPy2h0ovnEGMhYsR9WUMQgqqYTB1obmwb3RmpqAjH+vQPXEUYjKPoGYndk4/vR9cJ+NdGsPl/N6w04WwtzQjPqRA6B3OGFocyB59TZmM5dXo/6iwTDX1CNu1yGUzp5yzmF22C0uuoheVmX2MEAyFhbG+K7ychLFEyf4aF6JgwfV8W4AFb/QUP+2AIDe25AQeo03bmTEWXw8iV1+PhVRpVWgtlZWpwE+6m9poap96BAtD6LxxZ49cje/qioev6qKCrXJRMJ29KjaLuJwkKALrytAgtm/P18fOsTzXXqpvM9rr1FdrahghnEnyPzyS0waO1ZuQvLssyS/N9xAollZSWINcMKRk3Nu24PAqlWsu8vFWos4P0linnRUFI81fbq8T1YWPxf2iA8/ZCOSujpOVCZOZC3GjuXnNpvv04XGRvqiBZFvbCRpHzyYHuaEBP8L937zGyah+Js0tLZSTZ84UX6q0NrK8T34oLzd9derPdkAUFgIXUZG97Nb2Gw2bN6+Gct3LQcSgZS+KT9JgqxBgwYNGjScNxgMqBk/As7QINRePBQBNQ0omTUJcZn7UHD3HNh6JqNm4ihUXjkBralMECi4czbaEmNRftUEHHjlN2gPC0HSxiwVQe7zr0/R3L8nGgf1Qszuw+j97hdI/3g1aiaMRFtyHAlyXSNidx+GZDCoLBG9Fsi2jeQVW9Dzw5XyeO12emC9MXGinG+blEQC6U2QARI1p5PEV6BHD5I0oZa+8QbJl8Bll9HLWllJIioyfpuaSLCVBHnJEv4DSHbff5+kPTubiuy999JKMWkSlUxlu+v4eJ7H5aIFYtEiLujz9lN/9BGtDcuWUZkGSMyrq/nZsGGyev7qqzzeY4+xPkqCLBRxh4PXDLAOSUn0/NbVcQHdH/7AiUBLC33a773H82VlyQTZapWVdJH9rMTll3OSUVoq+7orK2lJEZOa6dNpEwF4n6Oj1f7hG26gBcRqZcvsoUNlgux2M5PZGxERMkHesIFPAkJDOclITFRPZpS4+Waf7pEd2LyZ12oy8Xu0bx9/927JLQiy0mZxLnX6e+CCKsmDBg+SfvXHX0EXo0NsUmyXtZM+X+i2ikU3g1bnrodW466HVuMLg+5W5x5L1qP0molcqOd2I37rPrhCg2G0tcKj00EnSagdNxxpyzah6Jarv9MxEzdkoWbcMLhCgpCyfAtKr5uKfi99CFdoME7fd0On+5lrG5DyVSYK7p7j85mxuQWRB07gUFKSeuFeaytV2OHDZQXYW8EF+Nj9+uvpS127ltaIXr2oMiszfZuaGKfmHW+mRGYmydjUqer3GxpI/JTJFDYbCeb8+TJ5F7BaOf74eP58+20SyJEjqTBfdZV6++xsZhW3tdG/KxTT9nZZyQSoxA4a9J27GGLbNk4u/C3ca2/nv87aR+fmUuUVVpRf/5qLGAcNYm0HDFBvv2oVCfHUqdxOOW63m2Nub2dyxMKFJOTHjpEEi7xkgBOB/ft9a7R6Nev0pz/xPvmL2lPiwQeB3/6Wx+rThxOLFStIvrdsIUFXds37vnj5ZSaS6PWyRWf2bADdcOGe1WaFPdCOsMiwnzxB1qBBgwYNGn4sGof0kRfSGQyomTgK9SP6wxEVjqiDJ2FPjEVIUXkHQQ6oqkPS6m0wtDk6PWbt2KFwhQYDkoSmwb1haHOg4J7r0Ti8v4/XGWD6BQA4YyJRMf0SJK3a1hEFF79lLwJLK+EKDkRL7zQMWp1JT7JQ61asIGlcsYKvt22Tu741Nspd3kpKgNtvZwJFYCAVUYNBTZA9Hi6cEwT5yBFfVRCgX3i0F7fJyqLtQMS7Wa30xAYHA//8J5XD557jZzYbLRehobIaHRREBXXIEI7Nm/zV1VFxfuABqsBCzc3LA55+Wq1SNjf7LlKsqmJerz9cdhkJcnW1rOAKnD7N8wCcYBQXqz9fuFC9oPGFF+SECEGQv/6aHuDaWtnzfMcdaoJcUSF3DKyro8Ku07FGY8Zw4ZsgyAA/826EYrNxoZ2YQIlFlKtX+79ugOp4ejobz8TFcaIzeDAXNA4b5kuQFy3iMYUKLlBZqY59E3jiCVmJTk2lkn70aOfj+Z64oEw1KjwKE3pMQHtxO0pzSlFRVIE22/kxV2vQoEGDBg0/NRha2+TOYWA2smQ2oXF4f5x64jbYeiTBdtZeYa5tQP+XPoSkAwJLKmFsbukguEoIu4XOI8Fc3whLbQN6LF6DxgEZcETR29lj8Vro7Q4krt+FwX9+u+M4bSkJSNqYhYI76Q+tnjgKgVX1CM0vQVtKPI5dMwmemBg2B9m4kaprVBRVSYCE77e/JdF95RXZklFXR9L73HMkYN6oq2PXvffeo/onmj4IsrmHnT+EAAAgAElEQVR6NYkcQKuEyNwtLmZiQnExCZpYXBcaytbKAuHhMrF2OGi5aGgguV+yhLaG5mYSTGUahoDDQbXZZqPFwmymjzYhgQ0zoqLkRIoJE/j5p5/S1nD0KK9j3jz5WEocPEjV1WCgFUGJ/v15vMOHmSYhcpnffZc1+vvfObnIy+Prujp+LtJBAJLWYcM4mUlJoQfYYiEBz8nhxCYxkTFreXmsi8vFRYl1dSSZYpGmQGwsSffKlbyvbW0yyR43jtdhsVAJnjDBt54vvMDxikQLg4HnbWqS4/IyM+VFoILoz53LehYW8v0FC/izrEzdolzAO8nCYPBPpn8g/isL9yRJQkNDA86UnMHxwuNoam+CMcyIiNgIBPrJdvxvobs91uuu0Orc9dBq3PXQanxh0F3rnPzVFgRU1avsEKG5Z2BuaEbdxWxCkbxyKxoH9UZAZR30bjdCCkth7dMDHosZ9aP8+H7PwtjSirTP1qP02skIzS9G3Vi1Ohd+NB9NA3qSQHg8SNyYhYoZE9D39U+Q98A86NxuSCYTJKNBXrg3ZgzTD+bO9bUVtLaSWCnTCiorSRy9F+WVllKVTE7mfhYLj3fiBInb++/TC+x2k4Dr9SROR49ScfzyS1l5tlpJAJWLtgCS0tOnfb3RH35Ir21GBheNjR/PpInoaFlh3rKFftqRI+X9SkqoXN94o2xRENizhwRTSQxzc6mqJiSQ/K1Zw8WCAG0dR4/y/DodiV5EBO0WF11Eb7PRSIKtbMbhb3Gc1Uqf7uzZcoyeJDEKDyBxTUqSm5osX87zejxya+/du2l9SEsjWd2yhcke/rB0KfedNIkq8NGjvF8zZ/L8ffrI8W3LlnE7sVDw1Vd9G7N4o7iY9+3ii9V2k/Xredy+fVnPSP/54ADkSZYf68vPoi21N2Fubm+GIcyA8Jjw/3qnve76x7i7Qatz10OrcddDq/GFQbetsyRB72yHx2JG3NZ9sPVIhDvADFOzDS29UiGZjBjwj4XIv/d6xG3PRtnZFAqdyw2dxwOP2YSQvGIEVdQguKgcRTfNgMHhhMdihufs4ndzXSMMdqeqSUjQmXK0psQDBgMyFi5HwZ2zEVBVB3tCDJJXbkVbYiycEWHwWExoTUv0bSYCkBwdOcLH9+vWcdFbUBAf6SvxzTd8TK4kkGLBnVBIBY4fJ6GLiCB5XrqU1ouYGKqrH31EkiX8x6tWMSZOaSEQWb9GI33QBgMf6wtUVpKEjR3LJIqMDD7KF7nBAEnvxRd33mBj0SKS79BQHr++Xl7EJpCdzXENHUp1NDSUNQJoYZg/n+QyPJzEdPRoZDY2YlJeHnDnnTKBPRdeeYXK+YIFnZPaqiqZ/J8LLS1yV7uiItagrY1j8XhI5KOi6Dt2uxmdJ5CTw8nLqlVUfv/0J99jKnHqFNVoQeSV+P3vaem49dZz12DLFirlgoArsXs3JyVPPsnvkgLngyT/1zt26HQ6REVFISoqCsOHDkdDQwOKS4txvOA4SttLoQ/VIyI24r9OmDVo0KBBg4YfCoPdCc/ZJlnVky9C4prtMLa0ouay0Rj2h9dw7Hd3o3TOVLiDAuAKDULGguUouHsOJKMBEgyI3nMY9aMHoyUjGcEp8ZDMJoQezYcjJgKtaew8Z2qyMsFCgaCyatgTYuAxGFBwFwmkPYGL7spmyYuuEr7ezQznPYeASYpmHK2tJMk330wy+PrrVDiFgvfee8wdDgsj2XQ6SZ7ET5Fh7HJR2RUJCErVV5JIPu+4g0Rn8WJm/yoX6A0erCbIAB/BFxWRACtzlzsuKoHb6HQk35mZahKtRE4OO+r166fuqHfTTTzHmjUkabNmcYHiY49RsQ0PJyEWecPeVpOnn6YSOnMm62M0coLgdFIl3bGDpHr5cnqMhQJ99CiVeUHoxfUJgvyvf7G2Qs3/5hvGyK1bxwmHyA0uLua4hSpdXs5rFdco2kBffjlf19XRNz14MCcUIo1D4NQpPhWYNUveB/BPkF99lccxm327NL70EvDXv/J7pCTI/joH9ukjT2L27+cCTbHPJZf4WkXEdZwH/KSm44IwDx86HDdfezNunHojLk66GO4SN0oOl6C8sBytnXQq0qBBgwYNGn5q6PnRKugcTkQcPonA8uqO923pSSiZNx32hBgceuHXaI+OgLVvD8TtPAhr33RVAoXe2Y6oAycReuI0hv7xTQTUNAAAGob36yDIkCREHTgBb9SOGw6PRdH9zOPpaD4iEHK6BJJeh9YeSSgZMZAL9wTMZrnhxqhRMtnyeEiC7rtPnXH7wQckYiI+TJAVo5EKc02Nb5GCgqgaCyVw/nw5P7ijkGcjvVaulH2sK1fymP4I8rFjVERHjSIxT00lsZMkeaEcQO/tihX0Qz/4IO0hTidJalkZPbR1dRzTHXeQwC1bRlvIzp3yQsLMTP4sLyfJFxBWgT59aDVZtoykrrWV5wsLI8F8+ml6l0UDlKSkc6vCv/yl2u5y8cUkyB4PLR4uFwno++/zOgTi49WkMjKSTVkEgS0rI1lPS2NzEaMR+Nvf5Ai8q64i6dbpeO3eMX4CpaXAQw+RSD/2mG+Xxltu4bFFO3GAx1u+XH4tJlZbttCjbbPx+oQDoqiICvtf/qI+9vbtfIJwHvCTIslKeBPmm6+4GRcnXQxPqQelh0s1wqxBgwYNGn7yODNvGvq/+glidufIhBZA9P5jfh/xV04Z05GTbLSSFHjMJhTccS3CjxegbMa4Dg9z6pebELt9PwIqazH64edROmsywnLPyAdzuwGPBylfbe14y9zQjMhDJxGz6yAiDp5A1L6jyPj3CrjPEumghiZISkJjNJI0Ll2qTnQwmUgavVMIHnqI6RDR0Uxm+PprecGV1UrSqURzM4k1wM/Wr1d/vmULbROvvEK1dOBAOc1ANALZtYs2BGVXOL2eamtmJpVHvZ52CUlSL+zq1YvqcksLCeJllzG9IyyME4JDh6guJ569d0eO0Ps7YQLJfWXl2cKaudgsKYmEet06epsFamqYbnHXXVRDTSYSz1GjaC/Zto2fCatKVBStBILg1tbSWvLaa+gUDgfPEx7OfRcsAP74R7mNNdDhS8c338gd+kpL5clMcjLv05dfsgYvv8z7LlIolD7prVt5rUqiC/C8mZnyd0OS1KkdNTWcSLzxhvr7s2MHnx6ISZDRCFx9Nc8xbRqV85ISmQCnp3Mb7zjBiRO5QPE84CdLkpXQ6XSIjIzE8KHDcdOsm3DTFTdhbPJYSKWSRpg1aNCgQcNPFj0+W4+Tj9+K/HuvV71feLuf7mOAqrFC9L5jCDpTgaHPvAF3UABa+qTB4JbXEVVNHYu2hBg4osKx/62nkfGfVai8giphSH4xYnfnAHo9qi/lorSU5ZsBnQ7Vl41G7fgRCD9ZiOb+PXHqlzejdgK3Ca2qVaVx8ERVVEgF2V20iKTt4EGZJAp8/jl9yOnp9N+mpspET/iHlQgLY5oFQEV12DAmXZw8SfKank7C/dhj8vYffaQ+RlERyWl7O4lWTQ2Vy2eeIeFKTJTHqdeTRAl4PLQXjBlDtfrTTzles1le0Ge1kgDX1PCapk+nij5pEn3IADBlCs/x0kt8PXEiCSdABTQwUF7kFhlJJVn4lgFOLES0m8DYsVS6AZLel15S77N8uZwCIe7LW2/R4lBezto//jhJOMCJTlERSa3ZTLUd4DGFZzw2ltd03XUkx/368TObjZOiFSuoVANcCFlVxTEIErx/PycejY0k1E4n8ItfcLIjsGMH7+svf6m20MyZw3O9+qr8Xnk5r33UKKrJkyap93nkEblutbWsgbgf5wH/9YV7PxYNDQ0oKSvB8dPH0eBogC5Uh8i4yPPiYe62C0S6GbQ6dz20Gnc9tBpfGHT3OkcePAlIHjSMVCcx6O0OeAIsPtunf7QSlVPHwq5YjBe/eQ+qpo5FQEUNDHYnbD2TOz4LqKzt8BwrkbhuJyqulBfUmWsb4AmwwNjSisCSSjSMokLrs3Dv738nsXrjDV9PMED1NjiYCmV1tewjbm8HHn6YUWBPPik/lg8PZ4axIIwuly9x/vJLqr/Ll5NIeTxUd594gnm+Y8awe5/NRsL84IMyYR8yhCQ9J0dOwbDZqPoK5b60lOrzjBmMh0tJ4efejTHy80m8nE4qk5deyv2uuw746itG2p06RZI4aRIXoj3wgJwv/M03/N1spvpZWtrRiS9zyxZMKi5WL36sqCCZvOUWuQ7HjtHiIMjxnj0kz5LEWDsRzdcZRO3uvFOdIFFVxbEnJfFenDzJxJGrr5ZtHG43Fe6ePTk5KS313/ijrIyTj8RE9fu7dvFez5nDCdCiRYzxUzaiOXWK5/Nuf94ZamupJouW5243vyd+mtN0u2YiXYHIyEgMHTwUN117E26edjPGpY6DVCqh5HAJygrKNIVZgwYNGjT8JGBsaYUtPUlFkEPyihG3dS9SV5xV2txuZCz6quPzottmqQhyYGkVAsvp67UnxnYQZJ2zHSGnihC996hvowsAltoGGNoc6LFkPYwtrQioqoepqQXxmfthqW308Sl34He/A955xz9BBhiVJlTatWtJhp99liQsMZFk+Te/oW3h2WflVASBN9+Uf/d4SGivu47EbcQIEtBt22iHOHOGC9IEoQoOlolwbCwJaEoKFc4HH6SF4OGHuZ3S2pKSwni38HDaN2JjSZALCkhMAaqZCQn0565eTTLfty8J3xdf0N8M0Bd9+eUkeg89xGMLxMRQhZ4zhz/T0kjeAU4uEhOpkL/5Jkl+YqJMkAGS49mz6QkWEMkaOh3j3V5+WW7LLFBeTtV5+3bem4cf9u3oFx9PtbuggAp5VhavV+nXNhioyPbsSRXX21cskJzsS5AB3gdlF8Q77vDt1Lhhg2/UHcDFjaL9thLR0er3DQa5Jh4Ps5+/+krO0/6R6PZKcmdobGxEcWkxThScQL29/gcpzN1dsegu0Orc9dBq3PXQanxh0J3rHH4kD3E7spH30E0+n/VYsh5nbpqB6G+OwBUciKbBvTs+6/Pmp3DERaN47jToXG6EnShA05A+AID+LyxC5bRLYO2VirTPN0LvcqmymEVKhqWqDsmrt6PgjlmIzToEa9902OPlSK1eC77E6buvk5Xkyy+nV3jOHBJlkeawfbvaruAPBQVUT5WEEaAiHR7um3s7ZQoJVP/+TDcQyQsffsh9xo6lxaEzSBKJa3Q0H+P3OpvO0dJCst6rV+f7/hicPi0f2+MhmT9Xm2aPh0T6+uuRKUmYNGXKd4t/AzhBiIsjUV20iCq2Xk+CKywZANV8gGR86FDW22KRrRa/+AUtJQ8+yJrdeKM8ASoro3p+2WXqczc10UYjbDEHD5LkK7fbv5/1njSJnRF79aIv+6GH6FG+7jqS+SlT+LOwkCq43U51XHT7a2ri2A8dosptt6snDqWljMJ75hnfVIszZ6iI9+gBnDkD3YwZ3T8n+UKgsbGRloyC46hvq4c+TI/wmHAEh/qZvSjQnf8Ydydode56aDXuemg1vjDobnXWO5yQdDpIZhOiso/D0GaHIzoCzQMyVNsZWlrhDgki4eskszdxQxZaUuPR85M1yPm/R3l8uwMRObnwWMxoHMbH/Okfr0bRrdd07Be5JwfRB07gzPyr0B4RCng80DvboW93IWndThTPkwloB0lubiZBmT+f43ngASZZuFwcY//+JGDeFgEBj0f2V7/+OvDooyRDffqQzK5fTxIt2lYXF/N8ffvKeb/Z2Ty3stGHQHOzOlUDoM/3X/+igqnXU0nOySHBTk2VrSALF1KhVUaNvfCCb5avmBC4XFQsve/LqlVUew0GEuayMm5fX0+rwZgxJI9XX021+K67SHKPHEFmXR0mTZrEWkqSyovuF3v2MKnitttk8tvcTN90bi5V4DNnqNzHxFC13rSJ7w8ezOv71a+ATz6RLR6NjbSrXHQRCenatbw/MTGcbACcKAkCW1rKyU9FBf8po/KUsNmorG/eTJVdXFt7O+9pezvvkU7HaLj33uP3R5LoD+/Zk/dtzhwSeH+1ycpiHdraqPTPnesTQ6fZLb4jIiIiMGTQENw480bMnz4f41LHQVehQ+nhUpQVlMFm9SPpa9CgQYMGDT8SYScKEFJYivAjeTDXNKBheH9Ye6X6bOcWTzkVRMxc34QeS+S0h6pJo9HSMxlNg6kih54qROjpUjQP7IXklZkAAEOrHS6Ft9lSXY+w0yVoHtAT7iB6TYNKqxCVfRyu0GAVQTbXN8Fsa4POZqNqPH48lcevv6blYuRIqpaHD1OdnDmT6uEtt8iLuQSUi6+EJaKpSVaRZ8wgeauu5vHT0uRM4HffpUVg1Cj/BBkAPvvM972gIFo7xo+nynjllbRFHD4s2w1qa0nOo6KYFPH++3y/Rw91AgNAovef/1D5/PhjYO9e9eczZ8qd3hwOEuItW2gVGD+etRJpFYmJMtkTHfEAdewbQDKrjOATqKqichsfzxrW1JCIu1z0HC9cSO+0yUTFGCBBFZOQp55iGoWynhERnLykpHC/uXO5MPHgQfp+d+0Cpk7lth9/zHM6HPQld0aQAdonXn6Z16+cWJhMtJ1ceilrodPJTWmKi3lPxo6lBaZvX45Dr6f32jv3eNw41qm0lBO5kBBOEt580zdx5Ufgf0JJ7gxNTU0oKS3B8cLjqLPVQRemQ0RsRIfC3N0Ui+4Krc5dD63GXQ+txhcG3bHOwspwLqQu3YiSG6Z1vA4uKkfGv1fgyJ/uR2T2cQSX18ARHY6a8SMQlnsGzf17Qm93IHnNDlRfOhKm5hakLtuEymnj0DCi/znPlfD1bjT374nWpFgElVYhuLgSNeOHIzSvGGVVjYhPGI7LZ8ygstvWJiuwe/aQgIwdS0L27LPAiy/SA/2Xv3BxWGgoFUGlBeDFF6lGHjxIz2vfvlRUd+6kIm2xUPFMSeH+/vD++1QWlZ5Wl4ukzZ+n9YsvuGiuqYnHzMig8ux2UwUVVhDv5hWCsE6YQIX25EnZf+wPBw/yGEOHsjNdjx5sMV1SwvFZrXxv+3YuLouJAV55BZkjRlBJFrV57TVaEySJympsLMliVJSckuGN6moq8j17ciIg9vd4OG4lGQfYEOXyy2ljEQ1gNmzg8Y8fB0aP5pjj4kigbTbe77IyktCWFn4nlAkbneHAAZJi7zF4PCTr9fVcxFdUxEWRMTEkvgDVZqtV3Zjlo494H5Rd9RYt4nvi/tntVKLHjwd27IBu0iTNbnG+0NTUhNKyUhwvOI5aWy10YTrESXEw9epksYKG84bu+J9ed4NW466HVuMLg+5Y58izTT4MDicahvaFO9h3AZSpqQXt4X66lgHosXgtWlPjYY+PgbVv5ykAhqYWmFrtsCeSSJobmhFQWetj7egY176jMDiccMRGISy3CKYGK7IH9kVy3DBcMXo0rQsxMbISLLB9O1XWMWPk99rbqfotX07CqGz9LD5/910+Jn/5ZVoV7rpLVmIXLSIZmzNH3Y0PIPFbvJjETtlRMD+fSqJSmRQoLpZjzb7+moRSWELefpv+Wm8/8Jkz9MJe6xXP58/a4Q/793M772sHSOAqK6k03347MnfsIEk+FwoLqbSuWMGOhwEBtDt4IyeHZFdpF9mwgcQ3Lo7q8/DhJJ7p6XKdjh+ncmw2c9LjdJIMezzcNjyc250+TYuMxcJJRkgI675vX+cdDG02nufAAXWbcqeTiSJ9+vD749UhEvv3k/SLFtQi7zg9XfZO/+1vfF1ezrHcc498nLY21vqdd6D7wx80ktwVaG5uRklpCXLzclFpr4QuTIfwmHCEhPn/A6bhx6E7/qfX3aDVuOuh1fjCoDvXObC0EvaEWEhGmRgEnSlHSFE5QvJLOrrsRWUfh8do6PAYA4DO5YZkNCCgshZxW/eiaVBv2Homw6VYWxNYUglLbQMaRwwAQJ+zpaG5ozmJpaoOjrOL9SxVdQisqkPjoF6AwYCkNdtRP2ogTjc76ElOTCQp6SeP4Zx4912qtpddxu5vnaGykqqxN15/nST21ClZUfRGcTHV7Hnz1O/v2EGyNGIEFed77unU190Bl4sEbuhQdec6f/jb32itENYFb2zdSkLpzxrS1kbv70sv8fP58wEAmZmZmGQwUDF++23aU7zHfOQIbSWPP06yLNp6C7K4bx9/r61Vt4hub6eSPmcOr7OxkedZt47XKxYbrlnD+3H33UyDOHaMandlJWtz1VXnrovTSQJ/ySX0fLe3czw7d/J+DB9Oi4pyMgXwPAcO0MrjjcJCEnvxdKCmRm4rroTDQSK+YoU6Bu/0aVozxow5L55kjSSfA5mZmRg5ciQtGQqFWSPM5xfd+T+97gKtxl0PrcYXBt2xzmHHT6PHkvU48tzDqvdTvtyM8qsmQDIYIJmoasZl7kPoqSKcvn+uatvE9bvQMKI/7PHRsFTXI/RkAWy90tB2Nh4uY8FyVE2+CEHlNaiZMMJnDKa6BsTsPYbAqjoUzL8Sacu3oHTOVHjM6qelPjnJ3wd2+/9n77rDoyrz7rkzk0nvjYQQEgi9NxEEKYoURREUF0EQy37u2uuu666r210RQV0La2OxLS7YgAWkREAk1FATEgjpvZeZTMnc74+TN3daAipkjb7neXiSmbnlve8dzXnPPb/zowr57rt89H8+VFdTmYyOJuFyOKj4CgX4QlBXx/OKFs4NDVSYo6OBmho2mvBW+PXhh9xnwgRNnRXtlUUHOVXl8SwWvnc+Ndk5BSIvjwQxJIQe4uxsktaAAGDnTqSazZgcHk7rQlkZSWZ7KCkhyb7/fh7faKSyfPCgK5HdtYvXPWAArSIrV/KfUMxffJEpJd7mo76epHvHDiZRbNnCsU2apC0iXnyR12Mw8P3MTC4chHXln/8EFi3iwsBmc22rnZ1N8rx0KccdHNzxAuzNN7WCy2XL+J2YNs0zGcUdgqjj4hTuSZLcAVJTU10ehwiF2YUwR4YiqJ1HZBIXhq74R6+rQc7xpYec485BV57nxLVbUDxzQpv6qzc1IyQzB+busYjam46i6ybBv7QSpoTYNlVRRLi1h25b96L0mnaUVzD9YuRDf0fxdVei+DpGdnX/PBUqgKpxw2CJDkfU10dgjQxDff9kWDfuRciAKzGttekFAJKUmBiqqecjKQCVUZ2OUV3twW6n93bKFHp216whORMJFc88491r7AxVZRTYLbdone9WrWIL48hIqpVXXOE9Zs1sprI6t9Ur/vXXJHJDh2qK8B//SOvHvHme+wMaEc7LoxUkIYFk86OPmARSU8P5evddFqdt2cIUiSFDyC9KSmhbePxxktPhw6koz5hBNV0kbhQUeJLoU6dIllNSqK7X1HAct95KImu3M5HkN7/RGrdcCLKzaYUwm+kbf/NNXltQEBc0wtbQ0kKPsp8fFxAi4zo4mJabXr34uWh8ctddLKpzvqeqSuvN5MmcZ+cc5r17eQ8FkW5q8vw+HDjA70t5udZg5vXXqSwbjTLdorMREhKCQQMH4ebrbsbCmQsxsedEGCuNKEwvRNHZIjS2F8YuISEhIfGThKG+EYkfbwUA5M+fDp3NzvbQAAxNZoRknIM1LBilU8ZA9THA1KMbYlIPIOW11vQGneK1OYhAYF4xFHsLer31Sdt7oSfPInIfG3Y4/Hxx8PXfoWKCZgXwqW+Ej8kMSzQJb82IAUj4ZAfgcMAcFuypND72GPNtP/vMNTlg1y52lbNYWMC2cSPJ2S23dEyQARLX666j6nn8OIlgdDSJzmOPaWkUZWU8T1mZawvsc+eYOvHnP2sEuaGBEWlJSSRrEydSVbbbPc/v7+9q6xg/noR55EhuX11NguaNIOfmAr/6FVtA33wzxysK/kJCSJCbm6mmnz2reXKnT3ctZBsyhP8sFsavmc3A00+zmPG117iAsNlIGAEqt+++S3XY11crWIuP56Jq/nzmIYv5XbbMlSCXlGhqOUCS2dBAoi7Qp482PwDn4y9/oYVBr6dafPQox/u3vwFPPcXttm/n/QdIbocNI4FWFG776KOeJDc9neq6iNdbuZLXa7Vy/379tGJBse8HH9CLDDC6Ljub303RBKahwbtv+ztCKskdwF1Jbg/19fUoLCpExrkMlDeUQwmmJSMwJBDK+XxREl1aGeoqkHN86SHnuHPQFedZ12yBsaYeff/xETIeXQJbeAhCMs9BZ7Gidlg/9F+2GjXD+qJsmtYcwVDfCLubrU/XbIHS4kBLoD9Cj2cjbstenLnnZti9NMkyNJoQknkO1aMHAQB6rNuGgnlXe2wnjtv77U+Rt2AmzlU0eLdbfPopSYlIWrDbmThwxx0kKnl5VPuuvtqVDH34IbOD20toaGhoP9ECIJELDyeRcjhcG4M0NNCnPIjXiPXraQMQRV9NTbQI3H67Z2MTZ7z6KslwWhrTEjIy6PMdOJDHstvpmQbYGvv552kb2LLFMx9aoLGR1z5hAnDiBFXiU6dIdBcvRurp0xq/KCpiSsXixZrfuKWFpNNqpde6d2+S89JSer4zMpj0EB+vnbO6mpnBZWWemc8AFxv9+2tpJbt2kRTn57Phx4oVnp35LhRZWRyLc1bxtm28R9u28emAOx+qrCSRdss3xt/+xmucMoVKfXAwF1MAx2mx0Nbhzf7yn/8wpSMpSdotLjUulCQ7o6GhoS0lo6y+DLoQHUIiQxAUGiQJczvoin/0uhrkHF96yDnuHHS1edabmhG35WtABRpSesBY14iKiSOhWG1QVBUOX6peif/ejPxbZkCxtwCqCtXHgMBzRQg6V4i6QSkIOpOP5thI6M0W1A3pA53VBr/cYoScK0LpdE0RDT2ejcDcYtj9fdHYLwl6kxl+FbWomDACMTv3I6CgFLmLGWnmzcpxwZ7kwkKS4ZwcEi1vhEXEmwkltLaWKq9Ir1izhvaEe++lSj1oEO0DAh9/THI9bBjPdfQoieaCBfy8vqUXL9UAACAASURBVJ7EUSjJAvX1LHgTHeLOh6NH2S1v6lTX4jxBlidO9Nzno49o64iIIMnt3p2+4UceIRm0WLSCueeeo5JaUsJtR45E6r59Gr94/nmSdG+2iI0bmRMsFGKA53n0Ue/XsmsXiXZ6OlNJDhzg/Al19dgxFhmmppJMigVGcbEr4b5YWLGCTUyqqkiGhd973Tqq1MnJnvs0NlLJ1us1S8vNN3OhNngwrSe+vlx8+Pu321FR2i1+gAgODsaA/gMwb9Y83HbtbZjUaxL8qv1QlF6EorNFaKhtQGcuTCQkJCQk/ndoCfBD4Y1XoXDuVTCYzLBGMFZLNfqQILf+Pci/hc0ZgrPzEHacsVdNyd1RNnUsLJFhqB3SB40piW3tqB1GH/g2NsEc51T1r6rQN1tgaDIBChBx4CQa+iW3FfJVjR2K/FY1Wd9o8iDIxpp6BJdWXNiFbd9OYnXuHB/tb9zo2vDB2b86fjz/lZS4xrsZjSSmAD21InIMoBpaW8v9hDJtMGh2AIDKaVaW59hCQi6MIBcWsknGsGFUxN0J2759VHi9YdYsze4wZw7v49y5JNxibGfO0Lry5JMk/AYDvbPuaRqPP+5KkHfsoK0CYLe+jz+mHWXtWr533308X2MjlVpnXHkl0yYSEqhau0fjiWYkzc0kzALuBFlYH74N6uoYt3fokPbeQw/x529/y0WTwLx5nmMXKCignxqg/ebm1iLWkSOprPv68r6JuRaw2Tjui4gLbBou8V0gCPOA/gPQ0NCAouIinMo5haJzRUAwmJIhFWYJCQmJHz1iUg+gfPIYl/cUqw193vgYWfff2vaezmpDzcgBLtupBj186psQduIM6vv2hDUqHEHZ+agb2BsOP1/4llcjKu0YHD4+qB2cgtohfeBo7brnV1aFiAMnUD55DOI272lrWJLy5nqcfmgRkld/htyF1yH0RDYskWHQtTjOfzHHj5NgXn89CVdAAInZwYN8lD98OAnyww8zwmvTJmDJEpLI7GyqwZMn07ssIFolC8TGehLdoCASz9Gt4mBSEsnijh0a2XaHUHk/+ogFaM4ICdHsDe6P/AFaKgTWrqUFoGdPbV+AFo0lS7QmKQBj1BYupN9WZEovXMhty8pco+Kqq7m4yMjgMauqqM47X4+iaOppVhbnYOBAqtzr19Mz7IymJl73yZNUWp2bfxQW0j7izTOuqvzMx4cpGM7Iy6PtwbnxinMxXXY2/dTPPUdbjDteftkzE7msTPvdauUc7NpFBVx0Qjx6lIsYgPO4ZQuvfdEiXktUlPbEYsUKLjiOH/fsnvgdIZXkTkJwcDD69+uPuTPn4rbrbsOUlClSYZaQkJD4iSBi/4m234019Riw7F2Ep2fCp74ROqum2BlMzUj+1+ce+/uVV8PcLRq2Vp9y/H93Q3Hwb4YlJgJFsyejZMYVMCfEthFkAGiOjUTxdZNgDwpAwY2tLYZVFVVjWUB2bskNUA162IMDYYmNhCk8FLqqKirFDz1EcmO1UtUVGDKEBVvh4ZoCGRFB+8Hw4dp2RUW0GyxZwt9DQ6kE33AD/cwA7RKqSmIjsGePq8op0LMn912/nkRy82b6fi+7jAqmgMlEclVSQtIFaMVzVVVUPAGSUptNa1jRHtauZVGcIMjOEGr3qFEkkUlJJMf9+2vXl5TE31NSNIIs/t5/+CGtJqJ99tixJJPeutrpdPxs1iwec/BgeqZXrSLBFAgMpEVk1CjO129+w/fr66lmjxzJcTlbOADOw44dJK/i/giYTFrRX10dt1m7lu8DvK9//Suj2rzZag0GT0/ytGksVnz7bd6HxkYugMQ9a2igB9tmI3nfsIFpJSUlTCNJSCBxfuwxbv/441wMBQTw+3ERIEny/wBBQUEuhHly78nwr/FH8dFiSZglJCQkfoTIfEJTJa3hIch4cCHqBvZGybRxLlnFpoRYNPSMR/DpXJf9a0YOQFOv7lBbt829bTYCCkrgV1yBYb9Z2ZaAoW8yIyTznPdBCCVPUdDUIxbxG3ejxzqSy8bePRC7PQ1GkxmOyEgSoqeeYjavKCLLy+Nj+sxM4Ne/9jz+tm1UiQHuL7zIAD2yglABJNVNTSTHNpuWWGAysSAtK4uRYfn5nqRr7lzaE4QVIyhIK0YDqM7++988hvAvJySQ3O3dS8IusGgR/bneYLXShuHseXZOh2hp4fU6K8OKQtX47bf5evFibWyfOy1+zp1jEdqCBbzGN9/kIqN7d/qaBQ4epLUAoGqakKDZLvz86E2+805uk5bGhiMbN5KwT5vGiDXnhI7GRs57UhIVb2cEBzOBIzaW43bGgAG8vy0ttFOIxBPnQj+xGMjN9ZzLkhLg/fdd3ysr45OGn/2MzWiuuILKd2goCfFXX3HuDx3iomnpUt4/RWFDmn37PM8zdiy/a/ff7/nZd4As3OsA36Vw7/ugsbERRcVFyMjJQGldKRAMBEcEIzgs+EdtyehqhThdEXKOLz3kHHcOuuo8BxSUQm8ywxIZBmsUo9cCc4sRkXYMBa1+ZGGNKJ02DqHHs2EPDkRDvySvx0t5fS2MNfXIeOx2KKoKQ0MTHDodfGvqoLPa0NDfezZut237UN8nEaae8QjIK4ZfaRWaeiVA1etgDQ9BUXYxC/dGjyZZcY6D27uX5GTTJiqrzsS0tJQkTsR5AfSHuj+2B0h+Jk4k4RQxYQKvvuraiKSpif+cz9XcTKtBt25UKO+9F/jDH9h5LzGR5Hb3bteEh5wcPo6fPp3eY+GNFnnAAAmvvz8/37eP9obdu0l6RWLGnDksIFNVnqelxTMRoqaGSqy3a29F6s6dmDxwoNZwo67O1ZMN0EYQFcXrveceqs4LFpBciv3efZeJHsJP3djIa0pNpXIdFcV72L07z5GVxbk7eJDzJuwTFguJqXvknarSPqHXc78nn+QThtRUPlG48sp2r7ENDgfnTGRSC/zud5zbHj084+EyM6nGHzjAe+FOepububgQFhdhuXCCLNz7kSEoKAj9+vbDnBlz2iwZgbWBKEovQuGZQtTX1EuFWUJCQqILIjg7D3Z/v7Y0CwBoSopvI8iAZo3wqW9CYF4xDKZm9HrnU6/HO3PPfJx68i6oPgYW8VXVIaCwFEnvb0JgfplLbrIzSq++HHHb9rWdr35AMgyNJuhNZleyGh5Oq4Vz8db48VRw77uPpDU7m0rwHXcAf/qTpgoLpfbBB0nYVJUKsbPNQVHYdGLXLnpLt2wh6XFv/RwYyHO9+irJ8rJltA1kZ7MZSE4O8MQTJHsmE5VHVfWMQDt6lPsOH64lLGRmkrjV1tLnW1qqFYONGkUS+MADwLPP8rpMJiq1ANXcbds0W8jWrdq5fH2ZAd0RFMW1I11uLo+1apX23mOP0at9zz0cuyCkZjPPvXcvC/vS07V9Vq+mYj1njrZdaiqV3Jwczv24cbyHgiCbTBy/IMiiwK6ujk1ddu3iNr/+NRXfQYPoJ69wKvI0mVwLN52h03lv2R0Tw7kSyvnBg7TSvPeeZlex27kIKSvjIuFEq23Jz08jyGKuACZhOD+x+J6QSnIH6GwluT00NTUxhzknAyW1JUAwEBIZ8qNRmLuqMtSVIOf40kPOceegq85z77fW4+ydVNJ0FisMTVrShTOCs/LgV1aFiomtpMLhcFFz4zbvQc2IAWiOjXTZT99kRsIXqfAvLEPO7XNgjQpD9O7DqBo7BIn/3oziWRNhjQw77zi9RsA9/jibZ0S1JmkI1e73vychWbiQCu6JEyz62rFDazLx6KMkQU1NJLcVFYDo5ldTo3WT0+tJfJqavHf1Ky/XsoQBWhUWLtRyc3/xC00RttvpZ3U+Tk6OZ8RaRQXwxRckq5mZtAuMGOG5nSi4czhIZpcupTK6ZAk/P3WK53SPogNI5k+c4ALDiRSnbtuGyRs3sujO359j+eorEsFly6gMu937Nhw+zDmLjvb8TMyVUN4rK0n++/XTihTdI+RUlffBbG6/VfSKFST+zhF9+/axox5A+0hFBf3hzvj0Uy5MhBXDfZxffaWlVziPxxu3WbCA8yPQ3MxmLSUlJP99+3LB1acP4Osrc5IvNX4oJNkZgjCfPncaRTVFPwrC3FX/6HUlyDm+9JBz3DnoyvMsconjN6QifuMeHFr5qzaPsTMMjSakvP4xyqaOQc1I2gJ6vfsZcpZcD7/ictgiwtDi7+u6k8MBn7pG+JdWojk2EtaIUATkFcOUGIeoPUfgW12HiokjXYh5cFYerOEhbZ33AKDlk1QE9RmPq2+4QWvnfPw4i9a8ZSFnZND20F676qIiYOdONhkJCqKvubycn02ZQnKVn8+CLZPJO/HbuJHEdcAAz88AFqAlJWmpF+np9L8+/zxf22xMXvjrX13380bGdu/WiJ9er5HUrCxNuayqoto5fTqJYXU1358503u3t+pq2gamT+frhgakbt+OyaNHezY5sdlIZu12ElOhkK5cSRuKj+f3BcuWUQWOifHeynvvXiq57tFz+fkk+g8+SDtGfT1w1VW0bAQE8NpFc47ERO+EvSNs3szFijsJdobZzG3EAsjhoKXjzjs539XVJMPx8VzI5OSwcBGg6m+xcM4KCtg23en6O8VuoSiKn6Io+xVFOaooyklFUZ5tfV9RFOXPiqJkKYqSoSjKA99nIBIXhsDAQPTr2w/XT78ei2cvxtQ+UxFcF0xLRra0ZEhISEj8UCFyiYuvnYT8m66Gb0VN22d+JRVsJALAHhSAzMeWoGbkQPT8cBPgcCBn8WxAUeBXWYuYHWlaYV9LC5LWbICxrhHhx7MRtfdoGxE29WS74sqJI1Ey44q293UWK5Le2wB7oD8M9Y1t3f8SPtmO0kF9SBwbGviYPjWVpHP3bhI9dwwYoOXu/uMf2vurV/PRd0YGi+NaWlhMN2gQH7F368btHA4Sm8pKEmiA1grxyNxq5TkGDGBL4mef1c5RXs7xDRjgSgCHD9cI8okTTOrw5p195x0ttaOykmrxqVOMTvv6a60IEdAIcmMjz/nggxz7v/9NT3Dv3rQlONslcnPp3xZEOjOT7wcG8l9CAj8ThXmARoL37SNhFcdJSPBOkAGSV0EmBZwziQ8f5s+aGirvAomJXICEhZGsjh9Py8euXVohpbCmvPGG93N3hOHD21emBWpr6d8WTwh0OvqP+/blvJSVsWviunWcM2fhctgwKtdXXMHiv8BAkuX28pe/A86rJCuUJwNVVW1UFMUHwB4ADwIYAGAKgNtVVXUoihKjqmp5R8eSSvKlQ1NTE4qKi5CZk0mFOQgIieoaCnNXVoa6CuQcX3rIOe4cdKV59qmpR7cd+1Ew72pXG4XDgf7L1yBvwUyYu8cgam86DA0mVF4xvK3FtLGmHpH7T6Bs0qi2SDf/4go49DpY3KwWLo07viUMjSYYmszs5tdoQn5xjWa3ePZZtqKeNYtkNyeHHtj24KzMLltGlfKbb+j3ffhhPiq/9VaSmCNHqCynp/O1tyK3559nnu/Ro1rXO7udCveLL/Lx/969mu1BoLlZI80FBSRaozsQFIuKSMatVhL1fv20uLfSUhL6hgaSMJ2O5G3aNFdP8auvkvD+/veu82GxkORWVdFKcg1zql34RUf378UX6YvW63ksX6cnCGYzr62mhiS/vS6JVittDefromgykcg7+4czM3lOb53xnPfz9/dukRBYtYpE1v1pxHvvkRDv28frdEZZGdXxL76gSr9qFVXjBx9s/1xHjvB+xcV1jpKsEo2tL31a/6kAfgHgD6qqOlq365AgS1xaBAYGom+fvrh++vVYcv0SXN3vaheFua66TirMEhISEp0IW3gIClo73DX07an5jHU6NPRNbIt+q++XhLKrxrYRZIAxceUTRrhkHsPhgKHJ7HEeg6kZxooaJL/zKRSb/YLHF3w6F2HHs9v8zS1O58fBgyQmPj4kZwkJ7RPkFStIXpyJy4wZjO4SBKu4WMuuTU0liR08mEV/7gR540b+fPxxkirnttDCAjJoEEmiO0EGGKcmIAr6Kivbn4jUVHpn+/Wjmupsgdi2jT+/+oqEOTWVynhYGAsbBX75SxLkkhIStV//mvPh50dynZJCK4Y3NV4QZLNZ67Rnt9Nv+/DD/PzVV6mwlpZq+5lMfD1ihPesZ6EmGwwa6S8udu2I54yAAPqvm5p4r2pr+ZTAm80G4H2qraVVwnlc3vDzn3se57XXuACz210TTQRiYzmH11/P7+G99zJZoyMyvnMnEBfX8Vi+BS5oOa4oil5RlHQA5QC+VFU1DUBvALcoinJQUZT/KorSp+OjSHQWAgIC0KdPHxfCHNoYSsKcJQmzhISExP8CPf6zFd0/2wm/0koUXT+lzQtsjQyDanBVEn1qG9AS4OohNSfEov+KNW2v/UorEb9xF4zVdfCtrkP1mMGI3ZGGwLMF0Dc2dTgWfZMZEYczUDl2CPwLS9Ftm1PmrNVKspaQQAU2Lw/4+99d0wyc8eCDrikY9fVUc7OzaUXYvJme18xMepBnz+axs7PZ/MEdonDupZc4FlVlsZmAyUSPs7dCOYDJDWYzzxUYSNLUkdK+cCHJKMDr1us1srpoEX9edx19sUFBJHW+vq6xZBUVfN/fX0u3ECTVauXnkydTmQdcu80B9H1nZGhNRiwWKukbNvD1L38J/O1vmk2lsZEKsvBPi+6A//qXlgBx551axrQg0fv3uyrg7vjFLzhnZjNTMo4cIak+dYr3z7lT35gxJP5nzrime1wICgr4vWpq4sJk7lwuttaude2Wl57OBcqForlZy5G+CPhWhXuKooQB+ATA/QD2Afi9qqovKIoyF8DDqqpO9LLPzwH8HABiY2NHfeTtP4gfKBobGxHkrVVlF4XD4YDNZkOztRlWuxXQAXqDHnq9HvhfOjIsAHzPu5XE94Gc40sPOcedgy42z/pmC6CChXZuaQW+lbWwRLYW0qlq22e+lbVQdTooqgOWiFBAUaCz2eHwMWj7RXlPqvCpa4ShgQTZnNABGQKgtDhgrKlHi78v7AHMK3bUNcHg449gkTQhEi3cIXJ9W1qo0vr58ffmZhI5q5VkUVG0XN+GBhJJ4WHW66kQdmQ3cDh4rLo6jdzV1/N83orkWlq0fUQGsrdiNnc0tS4qAgI4ZruTIu+c/Ww28xxBQTxPTQ1VZZOJHumgIE8S6nBw/KK4sakJjXY7ggIDqfKWlTGHOS+Piq/dzmtraeF53c/v789t6uq4X34+z+nry/GI8zgcXLz4+mpWDWcrCuCauewOq5XjaGrifTIaSc71ei1JxPkaxbkAnkfkYFutbFTifI9MJs6VuK6KCn7XnFXi9lIu3Mcs0jycM51tNky55prOT7dQFOX3AJoA3AVghqqqua2+5VpVVT3zbJwgPck/HJhMJhQXFyPjXAYKqwqBICA4ko1LdN+2gvV7oit5DLsq5Bxfesg57hx0tXnWWayI3H8CDSk90Bznmdyg2FsQkF+CxHXbkHXfAs/UilbEb9qN4lnUoQwNTbAH+ntNGzCWVyOwoBQ1owa2OyZjdR3CjmVBaXGgKbk7DA1NqB3GAquWT1IROHI6prV6Z9vg7ofNyGDBXEEBCVGfPu2TGoGXXvL0nZpMTG646y7vyRYNDfT0DhnS/nGFbxhgGoPDwaKuiAgSscpKFh4WF1P1bq8AzhnLl9NuYjBQQT14kAkZzmT++eeZp7x9O/DnP3s/ztq1VHutViq8c+YAR44gNTMTk318qLS7X3d6OtX0zExaGhISgLvv5jEOHeL1DhpEQjx2LImz0aiNrbmZ98H3W64mnRtyvPyyppRv3KhZbaxWfu8MBpLTV15hI5eaGlo0RDvtrVt5TzZupF1i0CDGsxUW8ulEWRmfLgg0NzORZO5ckvysLNoxnn66/eQU97H36sV7PnkysH49lHnzLj1JVhQlGoBNVdVaRVH8AWwF8ByACQCyVFV9W1GUyQCeV1V1TEfHkiT5hwmz2YyioiJk5maisLIQapCKoIgghISHdAph7mp/9Loi5Bxfesg57hx0xXn2qWuE3d/Xa9xb2LEsqKoKXbMVNWM7IIIAoKro9fanaErujprh/Txzlh0O9HvpA5x+aFGHh4k4eBKWsBA0JccDej16frgJenMzzi2+AYU5pejt2wvTevdmYgNAn+3vfkfi5KwgNjSQ3FitJDxeup4B0IrtvMFsph84KYlNLtq57jbybbeTeN56K18fPsw0ittuo0K5aROtDt7Ieno6VdErruhwflywcSMXAEePdhxlJmC1MoVj8WIq3mFhtAvEx/M4rbhgfrFpEwvpxCLgQiDSLLw18HBHVZXWTdAZYlHkcNAS09hIX7EzysqYqjFgALfbv5/3edQobf5372bx5hNPaHFvMTFUnV98ke+3h+XL6eWeNMmzG6E37N1L60YrOqvjXhyAnYqiHANwAPQkbwDwNwDzFEU5DuCvoLIs0QXh7++PlJQUXHf1dVhywxJcM+AaRJgiUJxejMKsQtRW1cLhcPyvhykhISHRJWEL8kfyB5sQmFOIhHVfInIfu7rFbt+H2qF9obfZEZzLyK32OuUBQGBeCZqS4lA29TJYI0LhX1SOoLMFbZ/r7C2oHZLidV9DQxNit6eh25ffIKCgFD71jW3KY+nky2CNDIdq0CMmM4dE9Nw5bee4OBbDCYL81lskzuvXUwUViuBVV1FVdccrr3i/oD/+kepyRAQJ7r59PLcgeQILF5KQLVtGEuac0tDYqBFmvZ6d2gRB27CBauwLL5BoDx/eMUE+dszTW3vttUxfEE0yWlpcP1+9WvNLb99OtXjePJLP3bv5/ujRnKfUVL7+9FNXDzfA7oEnT5LE/+EPfG/dOmZJd+vGhIelS7nN+TBypCdBXraMKm5WlmYtEXF2ztdibi0M9fXlPjodMHUqkyncERtLgvzPf5JAnzhB1T4zk4RVpJI88QTHnZqqNTnx8fEs5FNV7nvnnVSlk5KowjtbNTrCqVMsJMzMJMm/CJDNRDrAT0VJbg9msxnFxcXIPJeJ/Ip8IAgIirz4CnNXVIa6GuQcX3rIOe4cdLV51pua2wrwdFYbfKrr0BLoD3twICL2n0DN8H5QjT7o+eEmFN4w1aNYT7HakPTRZpxbPBsAkPTeBuQuYsvj5NWfo3ziCCgtKgJKKlB+JR91d/vyG1SPGkgPs6qi59otsIUEoWZoX1iiwxG7bR/socHQm5pROPcqBOSXIKCgFJVXjED0X99Bwy13Y5roincxUVgI7NnjnXAJ2Gy0FIiCNHeIDn3vvENCLMjr7t2uGbrOqKsj+WtPjX3zTbZ/NhhIbkNDNeXbWR3Pz6ftYi47J+LzzzkG5/bIHV1XQQEtAVYrUvfu9c4vamporfjwQ45r4UKNTJpMXAh0ZKMoKqL1YtMmJn/s3cv3x4/nIuSTT7ioGDaM72/dShJsMHCR0KcPF0PffMPFxjffaBF0AOfxww+ZSlJbS7XcbOYiQLS5BngPIyO9d9rzds3Ll3Pxc+WV57ftnA/ffAMMHQolKKhTlGSJnyj8/f3Ru3dvXHv1tbh9zu24ZuA1iDRHouRoCYqyilBTWSMVZgkJCYkO0G/FGoSeOAOAtovAonLorDYkfLoDUIDwwxkY/tgLyJs/vY0ghx8+hcBWZVk1+rQRZABw+BjgU1MPncWKpp5xCMwrBfQ6BGfntW1T3y8J8Zt2I+xYFkIzzqF45kTkz5+Ohv7JsEaGoTk+BiXTLkfh3KvQY92XMMVFoXr0IABA+rxrSJi2byd5cYfZrDXgEFBVbl/uJQnWZKLSCNBbO3gwsGWL6zbOjS98fDwJcl4eVVWbTUtrEB0BFYVqpzffqjhuba1nMsf+/VTDxTW99RZJfFoa8Nxz2nb5+SSXAJtvCIIM0GvrjSCfOkVlWCAri+qxSO345z9pT0hP16LPbDamOwQHs2W0jw+TJmw2JlYsX86xrFjheq6qKi4YAPrEV66kPUIsRMaPp5K9ciXn9cknXRXcxESNAL/5ptaQ5PLL6XcWEXQC/v6acp+bSx9xv36uBHnXLt4nkaixahXJdHvw8aEqPWECX7sTZOeovY5QVcVrGDfuwoo1LwBSSe4AP3UluT00NzejqKgIWXlZyCvPgxqgIjAyEKERod9JYe5qylBXhJzjSw85x52DH9U8qyoCcovQ47OdsAf4wxwfjRY/I+z+fqgeMxi+NfVtGcYAMPSpl5CzdA4aUxIBVYV/cQXi/rsHOXdpxC0y7Tjsgf6oG0zbhV9xBZrjXQvDBvz9HZxbPBvN3aJYBBisEYqirCI2ExkwgMqrUFRVlQRk6lQ+Uh85ktm9Dz5IYvXUU2yUIVovA1px3z/+QTLoTH7ci822bKGXVaRpuPubHQ5uU15OMuXsl96z58L8ws4oLuYYvvgCuOceEvHGRo5h9Wrm90ZH016hqu17qtuDqpIYrl1LMv311yTYrV7f1J07MdliodIaFsZruOkm78cSraqbmkiURXtui0VLjnj0URYpJiezODAsTBuHomjtpffv5/vz52vHfv11rUgvPZ22lAtFSQnHVFvLe19WxoK7+fOpeIv7dD5s385FVL9+nHMRs/f881Sy3Zuo3HUXuwCKBLKNG0ngbba27+DF8CRLktwBJEk+P5qbm1FcXIzTuae/M2H+Uf3R+4FCzvGlh5zjzkFXn+feq/4Dh58vqof3Q0BBKeK37sWh5Y8Dej18K2rQ/bMdqB4xAOYe3dDn9bU48fQ9ANiBT29qhrl7jMvxer37GXKWXO/18bRvWRVS3lyHk09pBVd+pZWI3bYPgYVlyHh0CYLPFsASHtLWxa8oqwgp6I6ra2q0VsECVVUsvLqQR+iqynzk5mY+2hcqqsC77/Kze3h9qKigGukeBZeZSeLn68vznzpFddR5O9EtLyjIO7l++22ePzycjTfE+D76CLjlFteUkA0bWCzWvz9fFxfzc3erhrPVYvlyXM78CQAAIABJREFUqqavvUZy98orJJ1vvsnjK4pWePbKK8B993nyC+eEDoGNG5lTXFlJ0ulUlAaACnVVlVbwmJ5Of3haGosXARbHPfQQyWxkJOfxk0+AG290nSMxB9u2MYMaoP2iXz/eq7vu8h7T9+yzVPUvlFi/+Sa960lJ2iLi7rtdt8nM5Hy486+GBi5kNm/mfHSkFn/6KZQbb5Qk+VJCkuRvB2fCnF+eD0eA44IIc1f/o9cVIOf40kPOceegq86zYrVh+JMrceJ3/wdbWDASPtmOwhuvAgAE5RQiIK8E5VO0gCj/wjI4fI1tDUd8y6thrK5FaGYuCudMRUBBKUw9ukFntcGvtBKmxPa7jPV66xPk3Hmj18/8Siuh2FtIvhVFU5KPH6cq96tfccP8fKqdDgcbbLz/PknpDTd4HvSVV0hw3niDhFV0e2sP//43CWCPHq7vV1RQ5UxPJ3H7xS/4GH/kSCqXRiM9t9268Wfv3iwME35bgfp67nfFFZoimZbGFIqVK/naPT9YICeH5LC9azh3jgqo2azZGOx24MsvSTxHjSIpvesuqrhjxwLwwi8+/JBz2dAAPPMM/4ksYFXlXGze7LlwcUdREZM0FIXq8r33cl7T0kjoY2LYyc9d4c3Pp3LunF5y4ADtMQ5Hx4T0pZf4XXn0Ue29TZt4rJYW2jJCQ0nMCwpYgJiSQs/08eN8ymAy0fJyzz2uEX3Hj9MGM3Mm5zQ5mc1LrryS3y9nv7SAqgJZWVD695eeZIkfDvz8/NCrVy/MnDoTS+YswfTB0xFjjUHp0VIUni5ETYX0MEtISPw0oRp9cOSFx2ALY6W+IMgA0NgrwYUgA0DQ2QIoIgGhpQUJX6Qi8uAplEyjatj3lQ8BMIfZt9LNIwwgLD0TEYdOAUC7BNlYWYOotOMIzchpa3etiPSGceNIRJz9uHl5mtrprgzb7fTLbttGP+vgwUzFcO6e1h5uuYUk6/hxze/c3Azs2EFP7KRJtBj88pckW+vXU5H8+99pOVAUkqthw5io4I7PPqMim5XF1xs3UvkUBBmg2uwuGors3Z49Scw+/ZRk2GTSttm6lYTQ2eebmqo99o+K0pTS3buphDtDJHAsWMBGJrGxtLEIgvzCC7zOyEhPgvz++7SLiPEsW0Zi+9JLfO+JJ3icf/yDpFukhnizQBQV0c4hEjkAdtQTzVjcUzW2b+ecApz7Rx7RPrNaef0TJ9LicdNNJMdZWSTro0ezIHHiRM6N3c5rue8+zwzrwYN5T//1L1pIUlLY8jwggN8NcQ/r6rR9nniCC6uLAEmSJS4JBGGeMWUGlsxZghlDZiDGJgmzhITETxs6ixVJ77HVcN8VaxC7Iw0AoDdbELPzQNt29pAgWCNbfaV6Pc7eORc6iw0tgVT60p9jG2V7cCBqRg5wOUevdz5F7dC+qHZqKKJrtrT9THp/IwDAGhWOwhumoHTaONiDAhCRdgwjP9oIXWUlSfKYMVRtGxpIcp58koruokUkZ5Mnk/SUlrJ47KGHSFo/aY2xS0qi+uyOl1/WIrqam0noPvmEROfZZ/l+fj4V0KAgqoWTJ5M8/uY3tBJER3Mcs2drjUZiYrwrrbfdRpVTbFdVpRWVCbh7pgFX20ZKCr2+2dkk89u3A48/zvkRx1q+nKprWBh9yM5QFB5voFuTl/x8LSLv1VdJcEVEG8Bx9+/vfbGxcCFJvFBSb7yR6vWDD2qE22jkfbn3Xpec5rYFwQcf0FKyZw8JvdFIdVxEAJaU8PPCQr622+k7jo/Xxmk0us6d0Ujir9NxLqqr6WUfOJDfnwULGG0HUD12OEiWvSVafPYZxyJypwUxB1gAGR3Nufn0U+39J55wjQn8HpB2iw4g7RYXHxaLRfMwl+XBEeBAjC4G+l6t7bElLgm66iPqrgQ5x52DrjzP+kYTEjbsgmKzI/e265CwfhsK59L/mbz6c5RedRnMCd5jypwL7IyVNbBG0YYRuyMNjckJaEru7nU/gDF04xf+CkXXTnIp8nOHYrOj4kg2ErqNwLRp01h49/jjJHHV1VR2nYnj2bNUdYcOJRkaMICJGHV17LD217/SI7t0qeuJiopIjo8f53EXLKBiaTaTgCUluRal1dbSA7x4sdbk4vPPPYkowGOsXctH+QKi8M0dJhMJYIr3bGkPnDjBBcOQIewEd8MNVI1DQ0lEi4qY7GC1up7fHWvWIDUuDpNra6muTppEK8jKlSTr7mPNyyMRN5l4zenpVFF37vR+fLOZWct3382Ujf/7P9fCwxMnSMZXrdKO7++vZRifOEFSPGMGCaqi8J6cPQt8/DHn89e/5s+AAO6zYgVJ8QMPkMyuXq0VA4oxbd/ORcXtt2t51KmpXAiNHs0FUt++LHDU67V73V7RpMmknd8LZOHeJYYkyZcWFosFJSUlOHbiGEqaSuDwdyAwIhAhESGSMF9kdGVi0VUg57hz0NXmOXr3ITQmJ8CcEIveb66Hw8eAxp5xqJg8BgEFpVDsLR4EN2bnAZh6xqGxV0Lbe3Gb98AW4I/otGOAQ0XGr+5o95z+ReUIO5aFkpkT2t5T7C1QDd7/v9r9i1RUjxwIvakZlm9OQD/heuYkqypw+jQtAe6d9ERzj2eeITE2mahc/vGP9A5v2UIy9OmnJMTh4VqxWGoqCVdQEEmRKKarriYZbPXtusBqpUIpkJXlGr9mNlPZjIriT+Ghzc1lAZo3Ql1by/ONcbK6/OtftBb88Y+u5wNICltaNO+yqvK1wUBimJdHAv3FF7y+hx7S9nUrKGzjF2fP8jy7drEo7f/+z/WcDgfJ7BVXUMnfwKcQ2LuXxDU+3vO6VJWEPUH7/qCykuNLTKT6um0bM6bPnOHcJSdrx2pq4vbuPuzGRir+t93G1InHH9c+EzYdvZ5qc309LSh6PUn2a69RPRYFkd4gkiy++YYLsquu8uhU6BUtLdxn0CCXKMDO6rgnIXFJ4Ovri6SkJIQEheD2Obdj1rBZ6GbvhrLjZSg8XYjq8mq0uHc3kpCQkOhCqBozGOb4aMDhgKrX4dzi2bB0Y8xZwmc7YQv2VMKCcgpdCDIAqIqCuG3fIPOh21A+aTRCTuVAsXv//2P0nsOomDgSPT/YiNDjtAK0R5ABoGj2ZFgjQmEwmZF7+TCSjk8+Ibnp318jdwUFVGmzsuiR9fGhApmQQMIaGMgM3d69SXTT0hjNNmCAa5rC5MnsqnbLLRpBBkiSjx+nuusOo5FE+dgxvu7bl8RLPPLfvZsxaydPAr/9Ld9LTaW1whtBfvttEtAxrl5wLF5MQureEQ/g9VZUsNAQYHbzV1/xd0UhITSZ+Ph/6lQuFBobgTVrvLfrBmhLiIujdUIo7h9+qH2u09E/bTbTziFgtQLvvcfkCXcoikaQ6+poh3nvPVpidu7kXPXrp1kyhg4lGRWe5Wee4Talpa5qdVoaVd6nn/bMh66spHca4ALqyBHum5lJ0n7ZZd4Jcnk5FyYASbevL78fTz1Fhf18BHnrVn4nn33Wc1FzESBJssQPAr6+vujZsyeumXxNG2GOa4kjYc6UhFlCQqJrInpvOrp/sQuhJ88iZ+kcQFFQ3z8ZAJB13wLEfnUIPjX18CupgE9tAwAW2ilWV5JWNmk0Mh9eDNXHgKrLhyLhsx1QLFav5yyYNw2hp3JQPXIgdE7b+NQ2QLHZve7TYjSgdlg/+JiaSVRUleSjspKPzgF6hOfPp1L68svAn//sGp9mMGjtkEeN4vb797sSqr/9jUkT99yjPe4XMJtJpkNDSWDfeIP2hnfeIYF2OEjgBH7xC/pS7Xaq2VdcQUU0OpqFfZMncxyAZzvpO+5wbYAhsGIFjyGK4YqL6RVes4Zj6dGD5B7gdQ0ezN+Dg+m5DQjgcXv1YuGe0UgFd+9eXoM7rr1WsxMIkudc3JeWRsJ+9qzWkKOigir44sWcE3Hct97SGsDYbPx93ToWWz70EG0z8+fzOrZu5Xm7dye5LynRiiYtFhZtRkZq1wfwdWAgrRzuqSalpbTNAFwcTJ1KX7BeTz+0yURVf906bR+Tiff8pptYXPjUU1ycffyxZ1dBbzVMZjMXRfPnk7y/+KKrn/siQP+M8xfuEmPVqlXP/PznPz//hj8Q5ObmIulC8iAlvhfc59lgMCAsLAy9k3pjSJ8hiAuKg6XagqKcItTV1sHusMPoZ7yorbF/7FBrVShh36PNp8R5Iee4c9DV5rkpOQEN/ZOg6nWI+3IfLBGh0NnscPiRBNQP7AWHvy8iDpyALSIUwVl5sIYGYcSvV6BkhmaXgMEAh38rcVBV2EKCEZRbBFNP18fthoYmBJ/Jgz3QH+buMdBbrYg8cBIOXx8E5RbDYfSBPchJvXY44F9Ujm6pB2COiUDshl1o6T8cvWfMIFlKSdEycNeuJbFKTKQqGO3apKQNjz9OddRkItmJidEIYGIiH+MPH05C7e9PEhURQUIbEMBH7b6+fNzu60u12d+f5+7bV4s5A6hYDhtGlbdnT/qoe/ViIoKi8L2iIiquZWUct6oyBaK7Fx+32Ux1MyGBftwXX2Rx4NChHKNzcVlsrNbMwhlDhrB5R1MTLQcff8zxBQW1pYN0yC+mTuXPnBz6j3v25GLgwQc59vXrSdSDgrS5AbT5rKvjvjk5VJwjI6l4i8WKqnJBIbzPa9ZwnidO5OuZM7lQ0etdo9+OHfNMxqio4BOGwYPpSxce5mQuBBEUxPvYpw8/dy5crKuj9/nkSa1Vts3G+RcxfsuW8Rp/9jPOZWKitqjYu5fbxcTw2idP1ooGV6zAs7t3lzzzzDNuK7FvB8kyJH7QcFGYb7wds4bPQndHd5Qdo8JcVVYlFWYJCYkfNGJ2HYItJAjlE0fCp74Rxopq9Pzovy7b+FbXw97altoR4I/DK37l8nlYeiaCs9h62reyFuGHT6Jy7FCPc6kGA+yBAbAH+iP663Q09EuGvtkCa0QoqsYOQXOr1UNAb7EhNvUgCudMhS0iFBnTW4m5weBZGHbNNSR50dH8J9ohr1tHciSaUPzudyTXW7bQeiCIpNXKqDCDgSRq2zYS6X/8Q2uIAbBgLDGRv99xB8mewIgRmlpqNmuEd9Agkq69e0nEbr1Vy1Hu3p0EU6ifInLMG6ZMISkODydZu/tuHi8+3lU1375ds34I7NhB33BaGs9fWkr7yG9/C/z85x033Hj+ec/3evXiXKxaxWNYLPR49+3Lc3trGw6QeOp0HHdGBknyZZdpn7/6qqY+r17NhcPq1ZxPgbw8kntnuDc7MZk4BudCw+horWsiwKcGpaXexxkVRZL71Vckw3Y7n1xUVWnbPPYYif/69fSCv/gi31+2TIsGBFyzkuPiXNuHfw9IkizRZWA0GtGzZ09cPelqLJ27FNeOuBYJagLKjpWhIKNAEmYJCYkfHAwNTUj8YBN86hoQfiQDjSmJaOrTE3k/m+myXe2QPtDZ7B5xbgL1/ZPRmBSP6N2HWhuMKAjMK4HOYm3LQwaAFn9fNPVKQOyO/bAF+MJYXYcWP19X9dgJLf6+aEhJABwO9Fj3peuHzoVZAJXA0FASxshIEi1VBebNI+n95S+B556j4ufvT8I4cqRGkoxGKqwOBx/9X3UVyZyIQHNGQQF/rlpFslhby8f1AAm5ycRz/OxnmiIcFkYLhvBJDx9OopuVRUIvggp8fFwzkr1h3z4maAwbBhw6pEWiCRw4QCLpDDGu6GgePyWF5F0UwO3fzwI9b7j/fhJC9xzlqCi+P2QIFwF5eSTj/fszHs2bDWHQIBLk06c5J0ajllwBMJlCtK1eskTrBujcSKRnT95H52i1oW6LMmH7EOqyycQ5Pn5c22bgQC2r2RlWK5X9DRtoy7DZqGhfd51rwaMzsrOZwW21uhJxd7z/vqvX/XtAplt0AJlu0Tn4vvNstVpRWlqKrHNZOFtyFg5/B/zD/REWGQZ9B8UqPyV0tUSArgg5x52DrjrPsdv3oWzqWK9ZsIZGE5JWf476gb0QfiQTdUP6oHTaOJdtRNe8vi+9j6z7FkBpcSDpw03IvfVaBOYWIeqbY8i/ZTocRqp6PdZ9iYoJI2ENC4ZvVR3M8dHosW4bSq++HLZQzSIQfjgDAFAzcgAMDU3wX70BtmsXYdqMGdzAZiP5O3CA3s9XX6Uq64ycHM/mIgI1NSSH06d3PEE7d9L/O2UKz/n3vzO9YdEiKo0BATzH4MG0Hgil2Hk8Z85QbR00iOd09kjX1FApdU6DWLuWloilS0nuVNVVLU5Npd2gTx9+tnUrLSEpKfQ4ny+F6cQJeon79qXimZ7epia3/d07fZokfvZskuCQECY1fPghY9qcvy+rVmm2g/awZQsV35oazSJyPhw/TmLvrhRv2MDFUFUVCxzff59q7uTJnnnPAG0ODQ1sgPLyy5zvr7/mNffr5zq3ZWXcftIkz+Ns3Mh7PWAA1eWvvuJ9nTVL26auTiP33rB8OZRHH5URcJcSkiR3Di7mPDsT5pySHLT4t0jCjK5LLLoS5Bx3DrrqPAfkFcPUMx7GmnpYw0OQ9N4G5N0yA6pPOxmwTgjJyEH9AJLQgIJShJ7IRsk14z1Imt7UjJ4fbERgfimKZk9C9RgWXYUfzkDNsL4kKa2kK2nNF6gZ3h91Q1zTA9raUotmDOfO0TLhjcyIWLP16xnzNnmy90iyC8WRI1QuFy3SUg1UlWplTU37RLy5meOMiyOp2r+f+ycmkliKvN4PPiC5Bkh46+tJ3lSVJCw7W/vcHQcPUoFOTqbyPWIEjz9oEBVUu53E1j3CTeDUKZLCVhtA29+9Y8c8FdqO8O9/8x6mpFBRvfxyvv/ee1RsR44kQb3rLq3BS3Bwx8f8+c+ZnFFfz4WB8xysWcPkjfx8fm40kngHBHj3YwuUlfEJQlQU500o2ceOcaFzoTVFqkrPsl6vWSvsdirT7ou1ykoWlbamhMgIOAkJNxiNRiQmJtKSMY+WjEQlEeXHyzVLRjuxSRISEhKXCqae8VBsdkTvYcxW7q2zoPoYEPXNUYScOtu2XWBOIWJ37HfZ16eukcQAgKl7DCIPnkTwGa0Dm6G+EYkfb4XD6APf6jpUjxyA5oiwtmQLh4+BxMpJlay6bAga+tD3G3Q6F2GH+Zjfx9TsOnCRDewNItZs7lwSK+diunvv9dz+jjuodLYH0ahDEOSTJ+mp3bqViuYbb/D9+notou3gQf7+n//w+tato785O5uJDc4NLZzJn9lM0q3Tkcz170+F9vRpbZtly+ibPnuWaua2bRy/ycTitkGDuN1HH7HwTRDkV14hGczM1I7l46N1mXNGaSmVZKtbUslLL/E9dyFz/nz+Gzmy7TsBgKkgERGcpx49qKLPmkV13v0YNTVMGfn6a228O3bwOubP53t79/J1VBTnKCmJZL5/f17rhg0k4c4tut3PERxM4v7uuySvf/kL495WrvS8XoDE+uRJzpvweysKSbUgyDt28DN3ggxwrKO/Fyf2gFSSO4BUkjsHnTHPNpsNpaWlyM7NxpmiM7D72REQEfCTUZi7qvrWlSDnuHPQVec5evdhVI0Z1JZqoWu2tP3eHvxKKmCJDAMUBb3fWg9z91gUzfai6HpB6PFstPj5orFPImJ2HkDYiWyc+b+bEX4kE1Vjh7hsG7dpFxwGH9QP6o24595F8WNPU0kuL6fdQK/XGmgAfJz+yCOe9gSBrVtJWITVQSAvj4S7oYEk6+abSUBntvqzV62iqllTQ3X6pptIkhobXRXqnTvpE37gARbJTZhAsuacxNDcGmWXnk5CPH78+SetuppEbYCTL3zzZloRRo3iuLOy+Luqem+jDDCKbc4cqq7uKq6qAsuXI3XUKO3v3p49LBTMyOA1CxQWMvJu5UrXazsfCgt5vMBAkl2DwbVwD+ACQqcjiQW0hcDcuZpfGSARX7HCM+e5ooLX4ux1Bki+Fy3iguL22/nepk2c/4AAzsnp0yTJQ1y/h6it5b99+/jZ1q28x3o9F0ORkVpqRkkJ7SHu92DLFp4rKAiKTieVZAmJC4GPjw969OiBqROnYum8pZg9anabwlyYUSgVZgkJiUuKxuT4Nr8wHA70WL8dumYLAMBYVQv/wjKPfQIKy2AwW6D6GHDmnvkomj2J+cluyq6+0YQBz7+DmJ370fO9DcxDbmlp8x6XTxmD3IXXwqHXwRIV5nGeigkj0dSrO8zdY7D7voXaB+++S7XRx4dKrSice/RRkpS1az0vNC2NBWDuBBlgMVivXiQ9Is7tmmu0z0VEbE0NSW5tLdXd+HjgT3/Sths4kAV1RiNjyxRFI5EtLUxA8PPj+0OGeDYMsdupSDo35wCoxA5wK5xsatIU4+BgLXd5zx76tAVqa1lsKNpMf/CB9+YWisL5c8aECTzHTTe5zmlCAvOeAwNJ9n//e877+ZCQQBL7n/+QMAqCXFxMwgqQFFss2j4NDbSPvP02FwqvvcaFh8HAhA33JwCFhfQFi2xlAaORTxIEQW5pcS0gBEhue/TwHHdYGBXrOXN4jx9+WLMUJSe7EvJdu6iAV1a6NlSZPp353RdJkJUkWeInB3fCfN2o69BT1xMVxytQmFGIytJKSZglJCS+NwwNTejxn60AAHNCtzbVtdc7nyHv1llI+DwVis0OpcUB3/JqD/JbPWawS5EdAEQczkBQrmtHupagAGQ8ugT1A3tDNejhV1aF5thI2EJIHBWLFSmvr0VAcQUae3uSE3tIEBpTEl3frK8naVEU+lFvuokEBuA44+NZROaOsWNJXGtrXUkYQKL3xRdUqH/VGnHnXvzW0sKCt3vv1brZNTVxLNu2saitvl4jrgD9yKJJhV7PRhivvEIyarW6RpQB9OxOnUoyBrAQsD2MH++qogtMnOhKvg8cIDEVjT9mzaKS/cEHLES7UIwb5/39L78EfvMbqu27dzOCTiSACKxcSWJ76BDvlbMqDZCciizkCRNcFePhwxnhFxhIJfcXv2DW9Ndf0+4wbRrnqax1MTdiBBX+v/yFr4uLSY6joliEKKDXk+wKLFvG4zifW1gvamo037OiuDZf+f3vtXMDzIm+/36eTxDyd95hkeHf/ua5MPqOkCRZ4icNQZinTJiC2+fdjtmjZyNJn4SK4xUoyChAZWkl7O10qJKQkJDoCPbgQBTMvbrttbGyBv1fWI1zt10HAMifPx2qjwGWmAj4mJoRlXa8LW1CIHbHfgTmFLa9bjH6oDk20uNcerMFzbGRyP/ZTPhW1wE6XZudI/mDTTj1m7th6tHNYz8AgMOB2B1pru+FhFDZLSjwfKT+0kvtX/SRIyStJ06QONXXayRoyBDGvjl3cRMQOcF6vdZGevFi/gwMJGm7/HIWrGVmkmi9/DKPnZzMGDqAFoCCAirUL7xAgrt8uRZPBmiLEVEIKHy4AMdbUqJtExfnOs78fK0ttTOmTaN6PmgQCVptLUndtddqlob//tc189kbRHLFqVMkw9u28bVo2VxbS/I4YoTn2B58kMqvt1g4gIu04GAuICwWeo6d8cIL9E0LX/a4cWw6AtA73b27di0Ax/D3v/N+C9/4vHmMAkxz+z4JDBlCq47AypVcROTm8po/+YTHe/55LgQOHeLnf/qTFqW3dSv934WFrsdeupRjaGz0fu7vAEmSJSRa4ePjg4SEhDbCfP3o65GkT0Llico2hVkSZgkJiW8FJ8+uNSochTdeBdWpDiJy3zEE5JegYsIIVI4bhprh/Vx2L5t6GZp6JQAgEY5KO46A/BKn/Y8i7EgGEr5IhbGKj74rxw1zIdJlUy5rKwbUm5rR88NNHmNsaFWSdTa7a6HXFVdoiuW77/JR9n33aZ9XVVHBs7fut3Mn7RYTJpC8pqez411aGuPabDZP0g14ZjK7Q68niQoMpFr9299SSXS3NBw+TKIkusvpdCRlX36pKZHu/trQUI2U1dWx6G/NGkbK7djhSqITE0nMt2/Xosk+/ph2BQG7nbaMc+dI2EaMoAVEp6PNwOFwbdyxd6/2+x//SKuAopAwnzqlFcedPEmVNj6eSqxeDzz7rOu1GI2aivrSS7RKrFlDci9w330k3M4dkJ9/nsfds4dEP8NpsXbqFO+jcwSbM5KTqeZ++SXnZt48TyVXVZn+MX06Pc4OB7cPD+f3ISmJ8zN2LHOXH3+cnvVRo3hecb0AFe+nnvI+FoBJHxcJkiRLSHiBO2GePXo2kg3JqDwpCbOEhMS3g6HRhG5bSYQaeyUwraJVqawd2hd9Xv0IAXklSPhkB4x1nipY/OepGPTHNxB++BR8a+oQUFzRRmQbkxNgrK5H3s9mImY3kzPiN+2GX0kFeqzbBp+aejQlxaNsMuuXWgL8UDVmMIY88yoAtDUQMSXGIXbHfiQeOA5F2CRUlVaF8HCSn9tvJzlRFBKdmhpaDJYuJWE8dYqEVOTtbt1K60NyMlMRkpK0ZhlZWdxXwL3jXGEhFd26Or4+fZqE9eWXSaoEYXrxRVebSnw8ibhz045ly9htzz0H2BkPPMBUjR49OObZs0lOR48mSc7O5nZHjpBITp1K64KvL7cXqqzFonmORac+YTkID6ddwuHgmL112Vu2jOc8coT5xQ88wII3ca2hofQNizg/Z1U+P9/V03zHHVSXb7tNU79fesnTBiOwYAGvddYszZtdX8/rnTWL5P+hh/iegKpqhPrOO3mNQUFMInFeOCiKFiP4yCMc/7RpfFog1OohQ7TCPGe4F+c1NNAjnZDg/Truucf7+98BMt2iA8h0i85BV5pnu92OsrIynMk7g6yCLNh97fAN80V4VDgMF5B3+r9CV00E6EqQc9w56Grz3GPdNhTMuxo+tQ2whTHpIHr3YdQN7AVrpGsRnaHRBFWvR4u/Z+pF4LlCRKQdR9GNV8Hha0RgbhF8y2tQfZkX64IbEtZvBxSgetRAmBLjAFWFYrOj2/Y0VI4b1jYun7pG1O07iahuQ3FVUBBVvT17qAqw/pqwAAAffklEQVTu2UOydt112oFraqjO9u/v/cQdZQAvX05LhDfrxT/+Qd9ynz4koKJFtXj8/sQT3o9ZW8tUjKFDactw9r1WV5PkCRXbYqHqPGYMybBzg47XX+d1TZ5Mm8GYMfTn3ngjyWt1NW0jAkeOkFxHRfEcr79Otfazz+hpjo5mssdzz/H8zzzj+XfvD39gMaJond0RVJXWCHdFvD28/LJrFN6hQyS63iLpPv+chX7OC4qSElo7Dh3iIufmmzWftt1Of/mdd3Kb8HBtvzfeaD83+tugtpZFiHfdpb1nsbhmYIuxPPss1XjInGQJiU6HwWBA9+7dMWn8JCydtxTXj7kevY29qTCfKkRFSYVUmCUkJNpQOrU1WUBR0PODTQg+eQZVlw1uI8ihx7MRuf8EACAwrwT+xeVej9OUnICCn81E8nsb4FdWhfAjmQg6W+BijYjefRiGek8luvKK4ajvn0yCDCAgvwSxuw7BlBCL6D2HoWu2YMDf34YtNAjdMnPgCA6mclhZqcWvzZ9P0unsNQ0P1wiyUHNPntR+76hJxiOPaAT58881pRYA7r6bZGfRIhJkkZ87ZYr3piYCYWFUT0ePplVi82ZtLLW1vB4BnY7WjZISNh8pL9fmctEi2kX+9S+es1cvEmSA1omrruL2R49q5/VtXdgYDFTc6+upggsF98wZFiM+84zrmN94g4uNp5++MIIs4NxJ75tvNO+yN4jjFhezkHDkSC6AvOH6610JssVCO0hxMT3Jt92mEeTt21mkuGAB5/K//+W1iMQLbwS5rIxK+h13eLb1bg8+Pnw6sGwZXzc305PuTJABKsxXXnlhx7xASJIsIfEd4UGYLyNhrjpZJQmzhIQEAMAWHgLFZkfEoVPwL61C79Wfw1hd1/Z5QFE56vuyIKluUG+v6RPhrY0+AODsnXPRHBOB4lkTkb9gZtuj6F5vfYL6fkmwB/p7jiHQH5YIrYWvqWc8Sq++HHVD+qB6eH8o9hYUz2TqQcbMK7Xir3PnWCz38su0RowaRb+ogHMc2ebNJLqlpSzm6ghms2sjjNmzqRrn5LBwy2gkGd+9m58bjSRhJ0+6+nc7wujRJMLCixsVxUf0oohw5UqS+B496HHdto0e2S++oHWisJDeZmdlVOA//+H2oi1ycrJrHnJREe0o48aRGJ89y22dEzkAerSNRpLckydpo6ispK2iIygKSXtNDVX3yy/n3G/fzrGdOcPtvv6adg2hvMfHs6FKYSG94xeClhZmJzc3kzC//z7v+8GDXEj06UOrjdlMNb6qilaalhbNlrFtm9YcZM0aKsC//S0XJxeC06dZuPnIIzzua69Rqa+r45g2bOB3Z+dOWjgAzsVFgCTJEhIXAc6E+fZ5t+P6y65Him+KRpiLJWGWkPgpQmQW1/dNxJk7b0Tt0L5ojouGYm8BHA741NRDUVVAVeFf5Koix3x1EIE5hYjb8g1iUrVMXv+SSkR/na6do64RAYWliNx/nH5lsEAvch+VzpagAFi8JGIAQGhWHlQfA+qG9IG+0YTQojIoJhOJ24wZJMX330/S8c47mmIKuBKtigqS64IC4MknXU9y9iytDV9+SYL15pv8B/A9QaCEYltRwQSLhAQSvvBw+pmHDHGNE/MGVdUK3a65RvO4pqeTVIlCP3erwk030TYxdCjV1JkzSfZFfJxQ0M1mnmPoUC0Szxn//S8LF59+mgTyhRdI7E6d8tx24UKS9J076QG+4w6S+YcfJindvLn96wwPZ4HaoEEk/AEBPO/cuSSr//oXvb4vveSZYtGjB1M3AO+d75yxfTtJf69eTJdYuJC2isZGfhdEYWT//rTipKTQrvH009qcXXUV56ulhR7kESN4vJtv9p6UIhRjgYICNmh56SUuEKZN4/xs3cp7FBPDa5o7V9s3Orrj67pASE9yB+hKXtmujB/zPNvtdpSXl+Ns3lmczj8Nq9EKvzA/hEWFwcfoc/4DXCR0NR9nV4Sc485BV5vnsGNZsESEwJzQDcbKGoSdOIvyyaMRcegU7P6+qB9IZVZnsSJq3zGY46Jh7hYJe0gQdOZm+o/zSxG96yByF1/fdtzQE2dQNzgFoSfPwtDQiIY+PV08zoq9Bf4lFTD16Ab/wlKoPq7Rcd2/+AqVlw2GJTYSvd76BDl33ojIfcdgPZAB2w1L2HHPG9LS6J11zw7et4+kUTyqr6qiEguQUFksWmKD4QLqN/78Z5Ky+HgWyR07xsQK5/OuWsWsZuEnzs6mBcLfXyOB3pCTo8W/CTQ1td/V7swZ2g2uvJIEubCQ/8aNoyLu7GluauJP92Pt3Ut7wYIFwFdfIbWpCZPbS4sAqOTn5bkWsp0+zYWDOPZ771EF79aN/ueICKq77XUCXL+eecji2puaSKDvvNN1u8xMkt7KSuY/i46I3lBUxNSKu+9mwZ5eT8U+OVlLGKmpIalfu5afz5ihXYPNpjWrGT9e66zY0EDiLwo0//pXHv/++5kX/dRT2tOFtDQeMy7O5dqlJ1lC4gcOg8GA+Ph4TBw3EbfPux1zxs5BH78+qD5VjYJTBagoroDNavtfD1NCQuISoXZoXzYSASPgyltTJqpHDUTUN8fatnP4GlE+aTTj4Vpj46IOnIR/cTmakuJdCDLAIj+AFo2qy4ch4VPXx+eqQa/lIuv0UN2IU9HsSW3qcs6d9NtWXT4UmdMneL+Q06dpRfD3996KOjFRsx8A9BkLBAWRMEdEkFCuWuU92cEZDzzAY4oOd6+84npMgBFmzgV3SUkkdM4E+c03PbvCffyxa/qFyUSS5o6332aR3tmztDQAJGEtLVSIN20iOXXuvBcY6NoBTqBfP015njRJS6wQ2L3b1e+9fLln0kNTE0nl6tVU26dPp5oK0Hc8caJnF0FnzJ3rujj46CMqss5ebUCza0REaIWNr71Gf7V7NnFtLe0y+/ZpEXtTp1JFB6hEiwi9+fOpKPv6crGxbJmm1N9wg2vr8W++4cJEKMNPPql5kJ98UiPZRUX8nhw9SnvQRYZUkjvAj1nh/CHhpzjPLS0tKCsra1OYbUYbfMN8L5nC3NXUt64IOcedAznPlxZFWUXo7de7fSVZ4qLgp/h3r7NxMZTkH25mlYTEjxh6vR7x8fGIj4/H+MvGo6ysDDn5OTidcRpWHyuMoUaER4d3qiVDQkJCQkJCQoMkyRIS/2M4E+ZxY8ahvLwcOfk5yMzIhMVgYQ6zJMwSEhISEhKdCkmSJSR+QNDr9YiLi0NcXBwuH315G2E+nXkaFr0FxjCpMEtISEhISHQGJEmWkPiBwithLtAIs0+oDyJiIiRhlpCQkJCQuASQJFlCogvAhTCPuhwVFRU4m38WpzNPo1nfDGOoURJmCQkJCQmJiwhJkiUkuhj0ej26deuGbt26tRHmnPwcZGZmSoVZQkJCQkLiIkGSZAmJLgwXwuzmYW7WN8MQakBEdAQM8j91CQkJCQmJbwX5l1NC4kcCnU7nQZjP5Z9D5ulMBPkEobawFhHRETD6Gv/XQ5WQkJCQkPjBQ5JkCYkfIZwJ89jRY7Fjxw4kBCcg83QmmnXNMIQZJGGWkJCQkJDoAJIkS0j8yKHT6WAwGDDusnEYO3osKioqcC7/HDJOZ0jCLCEhISEh0Q4kSZaQ+AlBp9MhNjYWsbGxuGzUZaioqEBuQS4yTmfArDPTwxwjCbOEhISEhIQkyRISP1E4E+YxI8egsrKyTWGWhFlCQkJC4qcOSZIlJCSg0+kQExODmJiYdglzeHQ4fP18/9dDlZCQkJCQ6BRIkiwhIeECb4Q5tyAXGWcyUIEKSZglJCQkJH4SkCRZQkKiXTgT5tEjRqOqqgq5+bk4deYUKlABfYgeETERkjBLSEhISPzoIEmyhITEBUGn0yE6OhrR0dEYNWKUC2EuV8vhE/b/7d15cJx3fcfxz1erY3XvSnJ8O058xs4dQcMR6riE0JmWq2WGUgpDYUI7bQf+gLYpnUnpdJjh6NCZAu3QaceZltalGTJQCoU0UxNggIxTEh86bEuyLsuJnRPFWJasb/94HsmrR5K1K/nZZ3f1fs3s2FrtKt/8xtp969Fv96lRtiOrunqCGQBQ/ohkAAVbNJj7unTOz6k6U00wAwDKGpEMYEUWC+buvm6d83NKtabUtqaNYAYAlBUiGcA1kxvMnXd26vz58xocHlRXX7Alo7q1mmAGAJQFIhlALMxs3hHmweFBdfV36dx0cIQ525FVuiGd9KgAAMxDJAOInZmpo6NDHR0duvP2O2eDuft0t85fPq9US0rZNQQzAKB0EMkAimqhYB4aGVLXQJfOTV15H2aCGQCQJCIZQGJyg/mO2+7QCy+8EGzJIJgBAAkjkgGUBDNTe3u72tvb5wXz+anzSrWmlOnIqL6xPulRAQCrAJEMoOQsFMwzWzKen3xeVS1Vyq7JEswAgNgQyQBKWm4w337r7XrxxRevHGGePK/qlmpl1nCEGQBwbRHJAMqGmamtrU1tbW3zgvn5yeeVakmptaNVDU0NSY8KAChzS0aymaUlPSGpLrz9I+7+UM7n/1bSB929KbYpASBioWAeGhlSV3+XRiZHCGYAwIrkcyR5QtJ+dx83sxpJPzSz77j7T8ysU1Im3hEB4Opyg/m2W26bF8xVzVXKrMkQzACAvC0Zye7uksbDD2vCi5tZStLnJL1X0jtjmxAAChAN5pdeeik4cclAt0YmRlTVQjADAJaW157kMIifkrRd0pfc/adm9lFJ33T3MTOLc0YAWBYzUzabVTabnQ3moZEhdfcTzACAq7PgQHGeNzbLSHpU0kOSPi1pn7tPmdn4YnuSzewBSQ9I0tq1a+86ePDgyqcukvHxcTU1sdU6bqxz/Fjj+S5fvqxLk5d0ceKipqanpJRUXV2tqlTV8r7ghIJXbiBerHOsLl28pHRVWs3NzUmPUtF4TI7fvffe+5S7d67kaxQUyZJkZjMv2vt9SRfDv2+R1O/u2692387OTj98+HDBQybl0KFD2rdvX9JjVDzWOX6s8dXNHGHu6uvSCxMvqKq5StnrsgUdYZ4+Pa2qrcsMbOSNdY7X6IlRbUtv03333Zf0KBWNx+T4mdmKIzmfd7dYI2nS3V8ys3pJb5b0GXdfl3Ob8aUCGQBKVSaTUSaT0a033zonmIcnhpcVzACA8pfPnuT1kh4O9yVXSfqau38r3rEAIBkLBXN3f7dGLo7Imk2ZNRk1NjcmPSYAIGb5vLvFEUl3LHEbNtYAqDjRYB4eHQ7eVq6fYAaASscZ9wAgDzPBfMveW/Tyyy9reGRYx/uPzwbzWl+rKrFXFgAqBZEMAAVqbW1Va2urbt5782wwnzx1UiNPj8haTK0drWpq4RdsAFDOiGQAWIGZYD5/7rz279uvkdGRK1syCGYAKFtEMgBcIzPBvHfPXr3yyisaHhkmmAGgTBHJABCDlpYW7d2zd14wjw6MSs0imAGgxBHJABCzhYK553SPRvqDU2O3tLeoqZVgBoBSQiQDQBFFg3lkdETdA90aGQjeJaO1o5VgBoASQCQDQEJaWlq0p2WP9ty0Rz//+c+vvOgvJ5gbWxplZkmPCgCrDpEMACWgublZN+2+STftvmk2mLsHujXaPyprsdktGQQzABQHkQwAJWbRYB4gmAGgWIhkAChh0WAePTM6+y4ZBDMAxIdIBoAy0dzcrN27dmv3rt0aHx+f3cN85vQZqVkEMwBcQ0QyAJShpqamecHcM9AzG8zNbc1qzjQTzACwTEQyAJS5aDCPnhlVd3+3Rk+Pzh5hJpgBoDBEMgBUkKamJu3auUu7du7Sq6++Grzoj2AGgIIRyQBQoRobGwlmAFgmIhkAVoGFgrl3oDcI5iappYNgBoBcRDIArDLRYB49M6qe/h6CGQByEMkAsIo1NjZq546d2rlj59xgHgi2ZDS3N6sl20IwA1h1iGQAgKS5wXzhwgWNjo6qZ6BHI4MjUqPU3EEwA1g9iGQAwDwNDQ3asWOHduzYoQsXLujMmTPqHugmmAGsGkQyAOCqGhoatH37dm3fvn1+MDcFWzKaM82qqqpKelQAuGaIZABA3nKD+Re/+EWwJeN0sCXDm5xgBlAxiGQAwLLU19fPCeYzZ86oZ6BHw4PD8iZXU1uTWrItBDOAskQkAwBWrL6+Xtu2bdO2bdvmBPPQ4JDUJDW1E8wAyguRDAC4phYK5t7TvRoaGpIapcb2RoIZQMkjkgEAsVkomE8MntDgM4NSo9TQ1qDWtlaCGUDJIZIBAEWRG8wXL17U6OjobDB7g6uxvZFgBlAyiGQAQNGl0+k5wTy7JeOZIU03TBPMABJHJAMAEpVOp3XjjTfqxhtvXDiY2xrV2k4wAyguIhkAUDIWCuaZLRnTDdO6ruo6VU9XE8wAYkckAwBKUjSYx8bGdPTYUY09M8YRZgCxI5IBACUvnU7rhhtu0ODgoO5/y/0aGxtTz0DP7BHmxrZGtbS1KJVKJT0qgApBJAMAykpdXZ22bt2qrVu3amJiQmNjY+o93avTR09run5aDdkGtba3EswAVoRIBgCUrWgwnz17Vr0DvRo4OqDL6cuzWzIIZgCFIpIBABWhrq5O119/va6//vp5wTydng5OXEIwA8gTkQwAqDi5wXzp0iWNjY3pxOkT6j/Sr+n6adVn65XpyBDMABZFJAMAKlptbe2cYD579qxODJxQ35E+XU5fVkNbA8EMYB4iGQCwatTW1mrLli3asmWL3nTpTXOCmSPMAHIRyQCAVWmxYO4/0q/L9ZeDYG7PKFVNMAOrEZEMAFj1coN5ZkvGqcFTOnX0FMEMrFJEMgAAOXKD+Z7Je3T27FmdPH1Sp46e0lR6KtjDTDADFY9IBgBgETU1Ndq8ebM2b948L5gvpy+rvo0jzEClIpIBAMjDYsHcd7RPU+kpghmoMEQyAAAFWiiYZ/YwT6WnlM6mle3IEsxAGSOSAQBYgdxgfuPkG/Xss8/O2cOczqaVac+ouoanXKCc8B0LAMA1UlNTo02bNmnTpk1zg/kYwQyUG75LAQCIwULBfGrwlE4eP6mpuinVZeqU7cgSzECJ4jsTAICYzQnmqSvBfOL4CU3WTs7uYSaYgdLBdyMAAEVUXV2tjRs3auPGjXrD1BvmBPNU7ZTqshxhBkoB34EAACRksWA+efykJmsngy0ZawhmIAl81wEAUAIWCub+oX71Hu/VpdpLSmfSynRkVFNbk/SowKpAJAMAUGJyg/l1r3mdnnvuOfUN9qm3i2AGioVIBgCghFVXV2vDhg3asGHDvGCe2ZJBMAPXHpEMAECZyA3m17/29Ve2ZHT36lLNJdW21iq7JkswA9cAkQwAQBlKpVILH2Hu7tVE9cTsi/4IZmB5iGQAAMpcKpXS+vXrtX79+tlg7h/qV29PryZSE6rNcIQZKNSSkWxmaUlPSKoLb/+Iuz9kZl+V1ClpUtKTkj7i7pNxDgsAAK4uN5jv7rw7COZhghkoVD5Hkick7Xf3cTOrkfRDM/uOpK9Kel94m3+V9GFJfxfPmAAAoFBzgvmuu3Xu3Dn1DfXNBnNNa43armsjmIEFLBnJ7u6SxsMPa8KLu/u3Z25jZk9K2hTLhAAAYMVSqZTWrVundevWzQZz/1C/enp6ZoN5anJKSic9KVAa8tqTbGYpSU9J2i7pS+7+05zP1Uj6HUkfjWVCAABwTc0J5pktGUP96nu5T2aW9HhASbDgQHGeNzbLSHpU0h+5+7Hwun+Q9Kq7f2yR+zwg6QFJWrt27V0HDx5c8dDFMj4+rqampqTHqHisc/xY4/ixxsXBOsePNY4faxy/e++99yl371zJ1ygokiXJzB5SEMWfD/9+h6R3ufv0Uvft7Oz0w4cPL2/SBBw6dEj79u1LeoyKxzrHjzWOH2tcHKxz/Fjj+LHG8TOzFUdyVR7/kTXhEWSZWb2kN0vqMbMPS7pf0m/lE8gAAABAuchnT/J6SQ+H+5KrJH3N3b9lZlOSBiX9ONy/9HV3/8v4RgUAAACKI593tziiYEtF9HpORAIAAICKtOR2CwAAAGC1IZIBAACACCIZAAAAiCCSAQAAgAgiGQAAAIggkgEAAIAIIhkAAACIIJIBAACACCIZAAAAiCCSAQAAgAgiGQAAAIggkgEAAIAIIhkAAACIIJIBAACACCIZAAAAiCCSAQAAgAgiGQAAAIggkgEAAIAIIhkAAACIIJIBAACACCIZAAAAiCCSAQAAgAgiGQAAAIggkgEAAIAIIhkAAACIIJIBAACACCIZAAAAiCCSAQAAgAgiGQAAAIggkgEAAIAIIhkAAACIIJIBAACACCIZAAAAiCCSAQAAgAgiGQAAAIggkgEAAIAIIhkAAACIIJIBAACACCIZAAAAiCCSAQAAgAgiGQAAAIggkgEAAIAIIhkAAACIIJIBAACACCIZAAAAiCCSAQAAgAgiGQAAAIggkgEAAIAIIhkAAACIIJIBAACACCIZAAAAiCCSAQAAgAgiGQAAAIggkgEAAIAIIhkAAACIIJIBAACAiCUj2czSZvakmT1jZsfN7FPh9TeY2U/N7KSZ/buZ1cY/LgAAABC/fI4kT0ja7+63Sbpd0lvN7G5Jn5H0BXffIelFSR+Kb0wAAACgeJaMZA+Mhx/WhBeXtF/SI+H1D0t6RywTAgAAAEWW155kM0uZ2dOSnpP0mKQ+SS+5+1R4kxFJG+MZEQAAACiu6nxu5O6XJd1uZhlJj0q6aaGbLXRfM3tA0gPhh+Nm1rucQRPSIel80kOsAqxz/Fjj+LHGxcE6x481jh9rHL9dK/0CeUXyDHd/ycwOSbpbUsbMqsOjyZsknVnkPl+R9JWVDpoEMzvs7p1Jz1HpWOf4scbxY42Lg3WOH2scP9Y4fmZ2eKVfI593t1gTHkGWmdVLerOkbkn/K+k3w5t9QNI3VjoMAAAAUAryOZK8XtLDZpZSENVfc/dvmVmXpINm9leSfibpH2OcEwAAACiaJSPZ3Y9IumOB6/slvTaOoUpIWW4TKUOsc/xY4/ixxsXBOsePNY4faxy/Fa+xuS/4ejsAAABg1eK01AAAAEDEqo5kM/snM3vOzI7lXNdmZo+Fp9t+zMyyOZ/bZ2ZPh6fn/n4yU5eXQtbYzFrN7D9zToH+weQmLy+LrPO7w3WcNrPOyO0fNLNTZtZrZvcXf+LyU8gam9l9ZvaUmR0N/9yfzNTlpdB/x+Hnt5jZuJl9vLjTlqdlPFbcamY/Dj9/1MzSxZ+6/BT4eFFjZg+H69ttZg8mM3V5WWSNP2dmPWZ2xMwenXnjifBzBT/vrepIlnRA0lsj1/2ppMfD020/Hn6scKG/LOlt7r5X0ruLOGc5O6A811jSH0jqCk+Bvk/SX5tZbZHmLHcHNH+dj0l6l6Qncq80sz2S3iNpb3ifL4cvzMXVHVCea6zg/U9/3d1vUfDuP/8c+3SV4YDyX+MZX5D0nRhnqjQHlP9jRbWkf5H0e+Hz3j5Jk/GPWBEOKP9/y++WVBc+Xtwl6SNmtjXm+SrBAc1f48ck3ezut0o6IelBafnPe6s6kt39CUkvRK5+u4LTbEtzT7f9Xklfd/eh8L7PFWXIMlfgGrukZjMzSU3h/aaEJS20zu7e7e4Lnbzn7ZIOuvuEuw9IOqXKfxHuihWyxu7+M3efee/445LSZlZXhDHLWoH/jmVm75DUr2CNkYcC1/gtko64+zPh7Z4PTy6GJRS4zi6pMfyhpF7SJUmvxD9leVtkjb+Xczbonyg4j4e0zOe9VR3Ji1jr7mOSFP55XXj9TklZMzsU/vr0/YlNWP4WW+MvKjib4xlJRyV91N2nkxmxom2UNJzzMaeVj9dvSPqZu08kPUglMbNGSX8i6VNJz1LBdkpyM/uumf2fmf1x0gNVqEckvSppTNKQpM+7e/TgEgr3u7ryW6ZlPe8VdMa9Va5awa9BfkXBT3o/NrOfuPuJZMeqKPdLelrSfknbJD1mZj9wd36ivrZsget4m5sYmNleSZ9RcEQO19anJH3B3ceDXz4hBtWS3ijpNZIuSHrczJ5y98eTHavivFbSZUkbJGUl/cDM/id8q10sg5l9UsFvor86c9UCN1vyeY8jyfM9a2brJSn8c2ZbxYik/3b3V939vII9RbclNGO5W2yNP6hgS4u7+ylJA5J2JzRjJRuRtDnn40VPK4/lM7NNkh6V9H5370t6ngr0S5I+a2anJX1M0p+Z2R8mO1LFGZH0fXc/7+4XJH1b0p0Jz1SJ3qugLybDrZw/ksQpq5fJzD4g6dck/bZfeZ/jZT3vEcnzfVPBC22kuafb/oake8ys2swaFDxAdycwXyVYbI2HFBypl5mtlbRLwX5DXFvflPQeM6szsxsk7ZD0ZMIzVZTwhb7/JelBd/9R0vNUIne/x923uvtWSX8j6dPu/sWEx6o035V0q5k1hPtlf1lSV8IzVaIhSfst0Cjpbkk9Cc9UlszsrQq2Yb0t/MFuxvKe99x91V4k/ZuCPUCTCn7K+JCkdgXvuHAy/LMt5/afUPAAcUzSx5Kevxwuhayxgl81fU/BfuRjkt6X9Pzlcllknd8Z/n1C0rOSvptz+09K6pPUK+lXk56/HC6FrLGkP1ewx/DpnMt1Sf8/lPql0H/HOff7C0kfT3r+crgs47HifQpeGHlM0meTnr9cLgU+XjRJ+o9wnbskfSLp+cvhssgan1Kw93jmcffvc25f8PMeZ9wDAAAAIthuAQAAAEQQyQAAAEAEkQwAAABEEMkAAABABJEMAAAARBDJAAAAQASRDAAAAEQQyQAAAEDE/wPdjs/qkabm7wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig = plt.figure(figsize=(12,9)) \n",
    "ax = fig.gca() \n",
    "ax.grid(alpha= 1)\n",
    "p = poly1.split(\"((\")[1].split(\"))\")[0].split(\",\")\n",
    "pl = []\n",
    "for coord in p:\n",
    "    pnt = coord.split(\" \")\n",
    "    pl.append([float(pnt[0]),float(pnt[1])])\n",
    "    mpoly = plt.Polygon(pl,ec = '#000000',fc=\"green\", alpha = 0.3)\n",
    "ax.add_patch(mpoly)\n",
    "\n",
    "for pnt in xy:\n",
    "    pt = plt.Circle([float(pnt[1]),float(pnt[0])], 0.01,fc='#FF0000')\n",
    "    ax.add_patch(pt)\n",
    "\n",
    "ax.set_autoscale_on= False\n",
    "ax.set_xlim(105,120)\n",
    "ax.set_ylim(30,45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 查看被筛选之后的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30, 45)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig = plt.figure(figsize=(12,9)) \n",
    "ax = fig.gca() \n",
    "ax.grid(alpha= 1)\n",
    "p = poly1.split(\"((\")[1].split(\"))\")[0].split(\",\")\n",
    "pl = []\n",
    "for coord in p:\n",
    "    pnt = coord.split(\" \")\n",
    "    pl.append([float(pnt[0]),float(pnt[1])])\n",
    "    mpoly = plt.Polygon(pl,ec = '#000000',fc=\"green\", alpha = 0.3)\n",
    "ax.add_patch(mpoly)\n",
    "for pnt in res:\n",
    "    pt = plt.Circle([float(pnt[1]),float(pnt[0])], 0.01,fc='#FF0000')\n",
    "    ax.add_patch(pt)\n",
    "\n",
    "ax.set_autoscale_on= False\n",
    "ax.set_xlim(105,120)\n",
    "ax.set_ylim(30,45)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
